This is an open assessment looking at potential health effects of a national fish promotion program in Finland. The details of the assessment are described at Opasnet. This file contains the R code to run the assessment model.

Knit to html for best performance.

Calculation is based on BONUS GOHERR project and its fish health benefit-risk assessment.

What has been done for PFAS assessment?

  1. Amount should be gender and age-specific, because we need to worry about young mothers. Solution: take KKE amounts of fish, and scale those with the Goherr subgroup-specific proportions. DONE. Not age-specific atm.
  2. Amounts should reflect the actual fish consumption in Porvoo. Solution: postpone and use national statistics. DONE
  3. Infant’s dioxin concentration module must be added. Solution: Use Goherr model for expo_indir DONE
  4. The module must be updated to match PFAS as well. Solution: update the module to contain column Exposure_agent. Change body fat parameter to volume of distribution. DONE but not checked.
  5. Find why expo_indir is so much higher than EFSA toxicokinetic assessment. Make an alternative model. Solution: problem was with too high absorption fractions, probably. DONE
  6. Add ERF for PFAS (sum of PFOS, PFHxS, PFOA, PFNA). Solution: Make a new page for ERF of PFAS and add that to adjusted ERFs. First immunology; postpone cholesterol and low birth weight and liver toxicity. DONE
  7. Add case burdens for PFAS outcomes. Solution: give rough estimates for immunology to get started. DONE
  8. Add PFAS concentrations to data. Solution: Look at Porvoo concentrations first and make conc_pfas; combine that with conc_vit. DONE
  9. Add dioxin and MeHg concentrations. DONE
  10. Now that the model runs technically, look through each part to check that it makes sense. DONE
  11. If PAF contains some inputs with Age and some without Age (implying that they apply to any age group), only the explicit age groups remain in the end. Solution: Add RRorig to compensate for this. DONE
  12. TEQ and MeHg are missing from dose. Check why and correct. DONE
  13. The proportions of All-cause mortality and CHD2 mortality are 3:1 in Kotimaisen kalan edistämisohjelma but 3:2 in this analysis. Why? Probably omega3-concentration is higher here. Solution: Consider double counting, should the overlap be handled in some way? Also, CHD2 mortality ERF is non-linear, and here these is no background intake. Solution: add background. DONE
  14. In exposure, ALA + DHA < Omega3. Why? Because the values come directly from Fineli and probably omega3 contains other fatty acids as well. DONE
  15. BoDattr: age group 45 - 50 is way smaller than any other group. Why? Solution: it’s the misplaces 5-9-year age group. DONE
  16. conc_mehg does not contain Iter although it is probabilistic. Solution: Update formula. DONE
  17. TEQ response for cancer morbidity is way too large. Why? Is there a unit problem? Let’s look at age group 45-49. BoD 3800, BoDattr 970, dose (Female) 188, CSF 0.0005, incidence 0.00657, population (Female) 154000. This makes case burden = BoD / I / P = 3800/0.00657/154000 = 3.7 DALY/case which is ten times higher than Goherr case burden 0.39 DALY/case. The reason is that the former is about life-time exposure while the latter is per one-year exposure, which is the correct way. The current PAF implies that 21 and 31 % of cancers in females and males, respectively are caused by TEQ in all age groups. That’s an artifact also from the lifetime vs yearly mismatch. DONE
  18. Related to cancer yearly-lifetime mismatch, also case burden must be corrected. No need, because data comes from InpBoD. DONE
  19. MeHg exposure is ca. 2 ug/d when you would assume 1 mg/kg * 0.03 kg/d = 30 ug/d. Where is the difference? Because average fish only 0.1 mg/kg. In addition, salmon is missing. DONE
  20. Sperm concentration and dental defect show fairly large BoD. This is because the ERFs have exposure units pg/g, while the exposure has pg/d. Solution: implement the expo_indir submodule. DONE
  21. Why is average fish so much higher with PFAS concentration than other fish species and the expectation? Because individual samples are accidentally summed, not bootstrapped. Solution: update formula for conc_pfas. DONE
  22. Incorrect levels(Age). DONE
  23. expo_indir for TEQ is still unrealistically high. Solution: adjust parameters lower. DONE
  24. RR has column Exposure: Direct. This is redundant? Well, it comes from dose (and from exposure). It makes no harm. DONE
  25. PAF of TEQ TWI is -7 and TWI 2018 is 2. How come? ERF, incidence, and case_burden seem to be OK. Solution: There are parentheses missing from formula of PAF. Corrected. DONE
  26. Take EFSA food database and derive Finnish fish consumption distributions. DONE
  27. Age group undefined should go to the respective ages. Solution: Exposure should be age-specific. Then “undefined” could be removed. Also, correct incidence not to contain “undefined”. DONE
  28. PFAS BoD (BoDattr?) TWI is 0. Why? Some people should exceed it. Or is it due to lack of variability? Solution: Not any more. I don’t know what changed. DONE
  29. TEQ sperm concentration effect is surprisingly large. Why? Solution: Probably was due to age group mismatch. Now seens OK. DONE
  30. Exposure graph should be age-specific. DONE
  31. Fish consumption graph should be age-specific. DONE
  32. Many graphs get numbers wrong when openv$N>1. Solution: use trim. DONE
  33. Breast cancer, Vitamin D recommendation, and depression go to positive side although they are benefits. Why? It is a plotly thing, as the bars continue from the previous bar and therefore stack in a strange way. Solution: use ggplot for publishable graphs. DONE
  34. Fish-specific concentrations are constants. Why? Because of data. PFAS and MeHg are probabilistic, and that is enough. DONE
  35. MeHg concentration is lognormal and logSD may be > 1.7, i.e. there may easily be >1000-fold concentration differences. Solution: There was a unit conversion error in data.frame Hg. This was corrected. DONE
  36. Remove PFAS and dioxin TWI from the final graphs. DONE
  37. Vitamin D goes to positive side although it is a benefit. Solution: Exposcen was missing. DONE
  38. Sperm concentration occurs also in women. Solution: add Gender to case_burden. DONE
  39. Sperm concentration is in BoD but missing in BoDattr. Solution: Bring back to ERFchoice. DONE
  40. All-cause and CHD mortality are double counting. Solution: subtract CHD from all-cause. DONE

What still needs to be done?

  1. MeHg IQ effect is surprisingly large. Why? The exposure increased as salmon and rainbow trout concentrations became available, but still it is bigger than expected. PAF is 110 % so this cannot be. The reason is that the response is based on mother’s intake, and not it is allocated to the child. Solution 1: adjust exposure to match mother’s exposures.
objects.latest("Op_en2261", code_name="RR2") # RR on page [[Health impact assessment]]
## Loading objects:
##   RR
RRorig <- RR@formula

RR@formula <- function(...) {
  out <- RRorig()
  out <- out * Ovariable(
    output=data.frame(Age = ages, Result=1),
    marginal=c(TRUE,FALSE)
  )
  return(out)
}

objects.latest("Op_en1836", code_name="EFSA_amount") #  [[Domestic fish consumption of the general population in Finland]]
## Loading objects:
##   amount
amountOrig <- amount@formula
amount@formula <- function(...) {
  out <- amountOrig()
  out <- out * fish_proportion
  return(out)
}
# This code was forked from https://github.com/jtuomist/fishhealth/blob/master/fishhealth.Rmd
# This code was previously forked from code Op_fi5923/model on page [[Kotimaisen kalan edistämisohjelma]]
# The code was even more previously forked from Op_fi5889/model on page [[Ruori]] and Op_en7748/model on page [[Goherr assessment]]

dat <- opbase.data("Op_fi5932", subset="Malliparametrit")[-1] # [[PFAS-yhdeisteiden tautitaakka]]
dec <- opbase.data("Op_fi5932", subset="Decisions")[-1]
DecisionTableParser(dec)

CTable <- opbase.data("Op_fi5932",subset="CollapseMarginals")
#for(i in 1:ncol(CTable)) {CTable[[i]] <- as.character(CTable[[i]])} # The default is currently character, not factor
CollapseTableParser(CTable)

cat("Laskennassa käytetty data.\n")
## Laskennassa käytetty data.
dat
cat("Tarkastellut päätökset.\n")
## Tarkastellut päätökset.
dec
cat("Aggregoidut marginaalit.\n")
## Aggregoidut marginaalit.
CTable
dummy <- Ovariable("dummy",data=data.frame(Age="dummy", Fish="dummy", Compound="dummy", Area="dummy", Result=1)) # Keep these columns marginals

fish_proportion <- Ovariable( # How population subgroups eat fish differently
  "fish_proportion",
  data = data.frame(prepare(dat,"fish proportion",c("Type","Exposure_agent","Response","Unit"))),
  unit="proportion of the mean")

total_amount <- Ovariable(
  "total_amount",
  data=prepare(dat, "amount", c("Type","Response","Exposure_agent","Unit")),
  unit="M kg/a")

amount_statistics <- Ovariable( # This comes from the Finnish fish market statistics
  "amount",
  dependencies = data.frame(Name=c("total_amount", "fish_proportion")),
  formula = function(...) {
    amount <- total_amount
      # Filleted weight, i.e. no loss.
    amount <- amount * 1000 / 5.52 /365.25 
      # M kg/a per 5.52M population --> g/d per average person.
    amount <- amount * fish_proportion
      # fish_proportion tells the relative amount in each subgroup
  
    # Match KKE-classification in amount with Fineli classification
    tmp <- Ovariable(
      output = data.frame(
        Kala = c("Kasvatettu", "Kaupallinen", "Kirjolohi", "Silakka", "Vapaa-ajan", "Muu tuonti", "Tuontikirjolohi", "Tuontilohi"),
        Fish = c("Whitefish", "Average fish","Rainbow trout", "Herring", "Average fish", "Average fish", "Rainbow trout", "Salmon"),
        Result = 1
      ),
      marginal = c(TRUE, TRUE, FALSE)
    )
    
    amount <- amount * tmp
    
    return(amount)
  },
  unit="g/d"
)
# Exposure:To child and To eater not needed, because dioxins are not (yet) included

#amount <- EvalOutput(amount)
#amount_statistics <- EvalOutput(amount_statistics)

#ggplot(amount@output, aes(x=amountResult+0.1, colour=Group))+stat_ecdf()+
#  facet_wrap(~Fish)+coord_cartesian(xlim=c(1,300))+
#  scale_x_log10()

population <- Ovariable(
  "population", 
  data=prepare(dat, "population", c("Type", "Exposure_agent", "Response","Unit")),
  unit = "#"
)
population@data$Age <- factor(population@data$Age, levels=levels(ages))

incidence <- Ovariable(
  "incidence",
  data = prepare(dat,"incidence",c("Type","Exposure_agent","Unit")),
  unit="1/person-year")
incidence@data$Age <- factor(incidence@data$Age, levels=levels(ages))

case_burden <- Ovariable(
  "case_burden",
  data = prepare(dat,"case burden",c("Type", "Exposure_agent","Unit")),
  unit="DALY/case")

ERFchoice <- Ovariable(
  "ERFchoice",
  data = 
    prepare(dat, "ERFchoice", c("Unit", "Type"))
)

#### InpBoD

tmp <- prepare(dat, "BoD", c("Type","Exposure_agent","Unit"))
tmp[tmp=="All causes"] <- "All-cause mortality"
tmp[tmp=="Depressive disorders"] <- "Depression"
tmp[tmp=="Neoplasms"] <- "Cancer morbidity yearly"
tmp[tmp=="Respiratory infections and tuberculosis"] <- "Immunosuppression" # Infections of 0-9-year-olds are assumed to represent the background BoD of immunosuppressive effect of PFAS
tmp[tmp=="Cardiovascular diseases"] <- "CHD2 mortality"
tmp$Age <- factor(tmp$Age, levels=levels(ages))
InpBoD <- EvalOutput(Ovariable( # Evaluated because is not a dependency but an Input
  "InpBoD",
  data = tmp,
  unit="DALY/a"
))
conc_vit <- Ovariable(
  "conc_vit",
  ddata = "Op_en1838", # [[Concentrations of beneficial nutrients in fish]]
  subset = "Fineli data for common fish species",
  unit="ALA mg/g, DHA mg/g, Fish g/g, Omega3 mg/g, Vitamin D µg/g f.w. after adjustment"
)
  df = conc_vit@data
  df$Nutrient[df$Nutrient=="D-vitamiini (µg)"] <- "Vitamin D"
  df$Nutrient[df$Nutrient=="rasvahapot n-3 moni-tyydyttymättömät (g)"] <- "Omega3"
  df$Nutrient[df$Nutrient=="rasvahappo 18:3 n-3 (alfalinoleenihappo) (mg)"] <- "ALA"
  df$Nutrient[df$Nutrient=="rasvahappo 22:6 n-3 (DHA) (mg)"] <- "DHA"
  df$Nutrient[df$Nutrient=="proteiini (g)"] <- "Fish"
  df$conc_vitResult[df$Nutrient=="Fish"] <- "1"
  df <- dropall(df[df$Nutrient %in% c("Vitamin D", "Omega3", "ALA", "DHA", "Fish") , ])
conc_vit@data <- df

######## Concentration of PFAS

# Data from EU-kalat3 (Finland excl Vanhankaupunginlahti): # pg/g fresh weight
#       POP     mean       sd      min   Q0.025   median   Q0.975      max
# 2.5% PFOS 2055.757 1404.045 305.0399 330.1365 1533.269 5029.697 5814.935

# Data from EU-kalat3 (Vanhankaupunginlahti, Helsinki) # ng/g f.w.
#      POP   mean       sd      min   Q0.025   median   Q0.975      max
#2.5% PFOS 14.428 11.94542 1.499441 1.607789 15.64988 35.32517 38.91994

conc_eukalat <- EvalOutput(Ovariable(
  "conc_eukalat",
  data = data.frame(
    Area = c("Suomi","Helsinki"),
    Compound="PFOS",
    Result=c("2.056 (3.301 - 5.030)", "14.428 (1.499 - 35.325)")),
  unit="ng/g fresh weight"
))

conc_pfas_raw <- Ovariable(
  "conc_pfas_raw",
  ddata="Op_fi5932",subset="PFAS concentrations",
  unit="ng/g f.w.")

conc_pfas <- Ovariable(
  "conc_pfas",
  dependencies = data.frame(Name="conc_pfas_raw"),
  formula = function(...) {
    out <- conc_pfas_raw
    out$Source <- NULL
    out$Area <- "Porvoo"
    out <- expand_index(out, list(Fish=list(Perch=c(
      "Average fish", "Pike","Rainbow trout","Roach", "Salmon", "Vendace", "Whitefish"))))
    out <- out[sample(nrow(out@output)),]
    out <- out[!duplicated(out@output[intersect(colnames(out@output),c("Fish","Compound","Iter"))]),]
    out@marginal <- c(TRUE, TRUE, FALSE, TRUE, TRUE)
    return(out)
  },
  unit="ng/g fresh weight"
)

#sum_pfas <- oapply(conc_pfas, cols=c("Kala","Compound"), FUN=sum)
#tmp <- conc_pfas / sum_pfas
#summary(tmp, marginals="Compound")
#
## This tells that PFOS consists of 71 - 97 % of the four key PFAS, while PFOA, PFNA, and PFHxS consist of 
# 0 - 10 %, 2 - 18 %, and 0 - 9 %, respectively.
# Even if we included the next most abundant congeners, i.e. PFDA and PFUnA, the overall picture would not change.

conc <- Ovariable(
  "conc",
  dependencies = data.frame(
    Name=c("conc_vit", "conc_pfas","conc_pcddf","conc_mehg"),
    Ident = c(NA,NA,"Op_en3104/pcddf_mean","Op_en4004/conc_mehg_allfish")),
  formula = function(...){
    conc_vit <- oapply(conc_vit, cols=c("Kala", "Adjust"),FUN=mean)
    colnames(conc_vit@output)[colnames(conc_vit@output)=="Nutrient"] <- "Compound"

#    conc_pfas <- oapply(conc_pfas, cols=c("Obs","Area"), FUN=mean) # Redundant because handled already
    conc_pfas$Compound[conc_pfas$Compound %in% c("PFOA","PFNA","PFHxS","PFOS")] <- "PFAS"
    conc_pfas <- oapply(conc_pfas, cols="Area", FUN=sum) # Works because only one area
    
    conc_pcddf$Compound <- "TEQ"
    conc_pcddf$Fish[conc_pcddf$Fish=="Baltic herring"] <- "Herring"
    
    conc_mehg <- oapply(conc_mehg[conc_mehg$Area=="Gulf of Finland",], NULL, mean, c("Area","Kala"))
    conc_mehg$Compound <- "MeHg"
    
    out <- OpasnetUtils::combine(conc_vit, conc_pfas, conc_pcddf, conc_mehg)
    return(out)
  }
)
###################################################################
# Code copied from http://en.opasnet.org/w/Goherr_assessment#

mc2dparam<- list(
  N2 = 10, # Number of iterations in the new Iter
  strength = 50, # Sample size to which the fun is to be applied. Resembles number of observations
  run2d = FALSE, # Should the mc2d function be used or not?
  info = 1, # Ovariable that contains additional indices, e.g. newmarginals.
  newmarginals = c("Exposure"), # Names of columns that are non-marginals but should be sampled enough to become marginals
  method = "bootstrap", # which method to use for 2D Monte Carlo? Currently bootsrap is the only option.
  fun = mean # Function for aggregating the first Iter dimension.
)

expo_background <- Ovariable(
  "expo_background",
  data = prepare(dat, "background exposure", c("Type","Response","Unit")),
  unit = "Vitamin D: µg /day; DHA, EPA, Omega3: mg /day"
)

expo_dir <- Ovariable(
  "expo_dir",
  dependencies=data.frame(Name=c("amount","conc","expo_background")),
  formula = function(...) {
    amount$Fish[amount$Fish %in% c("Imported fish","Fish product","Tuna")] <- "Average fish"
    amount <- amount * Ovariable(output=data.frame(
      Age = ages[-19],
      Group = c("Toddlers","Other children",rep("Adolescents",2), rep("Adults",9), rep("Elderly",5)),
      Result = 1
    ),
    marginal=c(TRUE,TRUE,FALSE))
    out <- amount * conc * Ovariable(
      output = data.frame(Exposcen = c("BAU","No exposure"), Result=c(1,0)), marginal=c(TRUE,FALSE))
    colnames(out@output)[colnames(out@output)=="Compound"] <- "Exposure_agent"
    out <- OpasnetUtils::combine(out, expo_background)
    return(out)
  },
  unit = "PCDDF, PCB, TEQ: pg /day; Vitamin D, MeHg: µg /day; DHA, EPA, Omega3: mg /day"
)
#expo_dir <- EvalOutput(expo_dir, verbose=TRUE)

exposure <- Ovariable(
  "exposure",
  dependencies = data.frame(
    Name = c(
      "expo_dir", # direct exposure, i.e. the person eats or breaths the exposure agent themself
      "expo_indir", # indirect exposure, i.e. the person (typically fetus or infant) is exposed via someone else (mother)
      "mc2d" # 2D Monte Carlo function
    ),
    Ident = c(
      NA,
      "Op_en7797/expo_indir2", # [[Infant's dioxin exposure]] # expo_indir
      "Op_en7805/mc2d") # [[Two-dimensional Monte Carlo]]
  ),
  formula = function(...) {
    expo_indir <- expo_indir[expo_indir$Gender =="Female",] # Age must be selected too, if available, and then collapsed if >1 location.
    expo_indir$Gender <- NULL
    expo_indir <- expo_indir[expo_indir$Age %in% c("20 - 24","25 - 29", "30 - 34", "35 - 39", "40 - 44"),]
    expo_indir <- CollapseMarginal(expo_indir, "Age", "mean") # "sample" is not possible if openv$N==0
    expo_indir$Age <- "0 - 4"
    
    expo_dir$Exposure <- "Direct"
    
    out <- OpasnetUtils::combine(expo_dir, expo_indir)
    out <- mc2d(out)
    return(out)
  },
  unit = "PCDDF, PCB, TEQ: (To eater: pg /day; to child: pg /g fat); Vitamin D, MeHg: µg /day; DHA, EPA, Omega3: mg /day"
)

#oempty(c("expo_background", "expo_dir","expo_indir","exposure"))
#exposure <- EvalOutput(exposure, verbose=TRUE)
#View(exposure@output)
objects.latest("Op_en2261",code_name="BoDattr2") # [[Health impact assessment]]
## Loading objects:
##   BoDattr
BoDattrOrig <- BoDattr@formula

BoDattr@formula <- function(...) {
  out <- BoDattrOrig()
  out$Age <- factor(out$Age, levels=levels(ages))
  out <- oapply(out,NULL,sum,c("BoDSource","InpBoDSource","PAFSource"))

  tmp <- out[out$Response=="CHD2 mortality",] * -1
  tmp$Response <- "All-cause mortality"
  tmp$Exposure_agent <- "Fish"
  out <- OpasnetUtils::combine(out, tmp, name = "BoDattr")
  return(out)
}

#BoDattr <- EvalOutput(BoDattr, verbose=TRUE)
BoDattr2 <- Ovariable(
  "BoDattr2",
  dependencies = data.frame(Name=c("BoDattr")),
  formula = BoDattrOrig)
BoDattr2 <- EvalOutput(BoDattr2, verbose = TRUE)
##  Evaluating BoDattr2 ...
## - Evaluating BoDattr ...
## 
##  - - BoD fetched successfully!
## 
##  - - PAF fetched successfully!
## - - Evaluating BoD ...
## - - - Evaluating incidence ...
## 
##  done(0.01 secs)!
## - - - Checking incidence marginals ... Response, Age, incidenceSource recognized as marginal(s).
## - - - Processing incidence decisions ... done!
## - - - Evaluating case_burden ...
## 
##  done(0.01 secs)!
## - - - Checking case_burden marginals ... Response, Gender, Iter, case_burdenSource recognized as marginal(s).
## - - - Processing case_burden marginal collapses ...
## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm =
## TRUE): While oapplying case_burden, found NAs in indices: Gender. They were
## automatically filled using fillna, which may result in a multiplied population.
## Please check your ovariable before using oapply.
##  done!
## - - - Evaluating population ...
## 
##  done(0 secs)!
## - - - Checking population marginals ... Gender, Age, populationSource recognized as marginal(s).
## 
## -- done(0.88 secs)!
## - - Checking BoD marginals ... Response, Age, incidenceSource, Adjust, Gender, populationSource, Iter, BoDSource recognized as marginal(s).
## - - Processing BoD inputs ... done!
## - - Processing BoD marginal collapses ...
## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying BoD, found NAs in indices: Adjust, InpBoDSource. They were
## automatically filled using fillna, which may result in a multiplied population.
## Please check your ovariable before using oapply.
##  done!
## - - Processing BoD decisions ... done!
## - - Evaluating PAF ...
## 
##  - - - dose fetched successfully!
## 
##  - - - ERF fetched successfully!
## 
##  - - - frexposed fetched successfully!
## 
##  - - - P_illness fetched successfully!
## 
##  - - - sumExposcen fetched successfully!
## 
##  - - - mc2d fetched successfully!
## - - - Evaluating dose ...
## 
##  - - - - BW fetched successfully!
## - - - - Evaluating exposure ...
## 
##  - - - - - expo_indir fetched successfully!
## - - - - - Evaluating expo_dir ...
## - - - - - - Evaluating amount ...
## - - - - - - - Evaluating dummy ...
## 
##  done(0 secs)!
## - - - - - - - Checking dummy marginals ... Age, Fish, Compound, Area, dummySource recognized as marginal(s).
## 
## ------ done(1.16 secs)!
## - - - - - - Checking amount marginals ... Food, Iter, Group, Fish, Gender, fish_proportionSource, amountSource recognized as marginal(s).
## - - - - - - Processing amount marginal collapses ... done!
## - - - - - - Evaluating conc ...
## 
##  - - - - - - - conc_pcddf fetched successfully!
## 
##  - - - - - - - conc_mehg fetched successfully!
## - - - - - - - Evaluating conc_vit ...
## 
##  done(0.03 secs)!
## - - - - - - - Checking conc_vit marginals ... Kala, Fish, Nutrient, Iter, conc_vitSource recognized as marginal(s).
## - - - - - - - Processing conc_vit decisions ... done!
## - - - - - - - Evaluating conc_pfas ...
## - - - - - - - - Evaluating conc_pfas_raw ...
## 
##  done(0.04 secs)!
## - - - - - - - - Checking conc_pfas_raw marginals ... Fish, Compound, Iter, conc_pfas_rawSource recognized as marginal(s).
## 
## ------- done(0.87 secs)!
## - - - - - - - Checking conc_pfas marginals ... Fish, Compound, Iter, conc_pfas_rawSource, Area, conc_pfasSource recognized as marginal(s).
## - - - - - - - Processing conc_pfas marginal collapses ... done!
## - - - - - - - Evaluating conc_pcddf ...
## 
##  - - - - - - - - TEF fetched successfully!
## - - - - - - - - Evaluating conc_pcddf_raw ...
## 
##  done(0 secs)!
## - - - - - - - - Checking conc_pcddf_raw marginals ... ﮮTHL_code, Matrix, POP, Fish_species, Catch_site, Catch_location, Catch_date, Catch_season, Catch_square, N_individuals, Sample_type, Length_mean_mm, Weight_mean_g, Sex, Age, Fat_percentage, Dry_matter_percentage, conc_pcddf_rawSource recognized as marginal(s).
## - - - - - - - - Evaluating TEF ...
## 
##  - - - - - - - - - TEFversion fetched successfully!
## - - - - - - - - - Evaluating TEFraw ...
## 
##  done(0.02 secs)!
## - - - - - - - - - Checking TEFraw marginals ... Group, Compound, TEFversion, TEFrawSource recognized as marginal(s).
## 
## -------- done(29.85 secs)!
## - - - - - - - - Checking TEF marginals ... Compound, Group, TEFversion, TEFrawSource, TEFSource recognized as marginal(s).
## 
## ------- done(54.65 secs)!
## - - - - - - - Checking conc_pcddf marginals ... Fish, conc_pcddfSource recognized as marginal(s).
## - - - - - - - Evaluating conc_mehg ...
## 
##  - - - - - - - - Hg fetched successfully!
## Warning in rnorm(openv$N, Hg$MeanLog[i], Hg$SDLog[i]): NAs produced
## Warning in rnorm(openv$N, Hg$MeanLog[i], Hg$SDLog[i]): NAs produced
## ------- done(23.84 secs)!
## - - - - - - - Checking conc_mehg marginals ... Area, Kala, Iter, Fish, conc_mehgSource recognized as marginal(s).
## Warning in `[<-.factor`(`*tmp*`, conc_pcddf$Fish == "Baltic herring", value =
## "Herring"): invalid factor level, NA generated
## ------ done(2.16 mins)!
## - - - - - - Checking conc marginals ... Fish, Compound, Iter, concSource recognized as marginal(s).
## - - - - - - Evaluating expo_background ...
## 
##  done(0.01 secs)!
## - - - - - - Checking expo_background marginals ... Exposure_agent, Gender, Iter, expo_backgroundSource recognized as marginal(s).
## 
## ----- done(2.47 mins)!
## - - - - - Checking expo_dir marginals ... Iter, Group, Fish, Gender, fish_proportionSource, amountSource, Age, Exposure_agent, concSource, Exposcen, expo_dirSource recognized as marginal(s).
## - - - - - Processing expo_dir marginal collapses ...
## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying expo_dir, found NAs in indices: Age, Exposcen. They were
## automatically filled using fillna, which may result in a multiplied population.
## Please check your ovariable before using oapply.
##  done!
## - - - - - Evaluating expo_indir ...
## - - - - - - Processing expo_dir marginal collapses ... done!
## - - - - - - Evaluating t0.5 ...
## 
##  done(0 secs)!
## - - - - - - Checking t0.5 marginals ... Exposure_agent, Iter, t0.5Source recognized as marginal(s).
## - - - - - - Evaluating f_ing ...
## 
##  done(0 secs)!
## - - - - - - Checking f_ing marginals ... Exposure_agent, Iter, f_ingSource recognized as marginal(s).
## - - - - - - Evaluating f_mtoc ...
## 
##  done(0 secs)!
## - - - - - - Checking f_mtoc marginals ... Exposure_agent, Iter, f_mtocSource recognized as marginal(s).
## - - - - - - Evaluating BF ...
## 
##  done(0 secs)!
## - - - - - - Checking BF marginals ... Exposure_agent, BFSource recognized as marginal(s).
## 
## ----- done(5.3 secs)!
## - - - - - Checking expo_indir marginals ... Iter, Gender, Age, Exposure_agent, Exposcen, expo_dirSource, f_ingSource, t0.5Source, f_mtocSource, BFSource, Exposure, expo_indirSource recognized as marginal(s).
## - - - - - Processing expo_indir marginal collapses ... done!
## 
## ---- done(3.39 mins)!
## - - - - Checking exposure marginals ... Iter, Gender, Age, Exposure_agent, Exposcen, Exposure, expo_dirSource, exposureSource recognized as marginal(s).
## - - - - Processing exposure marginal collapses ...
## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying exposure, found NAs in indices: Gender. They were automatically
## filled using fillna, which may result in a multiplied population. Please check
## your ovariable before using oapply.
##  done!
## - - - - Evaluating BW ...
## 
##  done(0 secs)!
## - - - - Checking BW marginals ... BWSource recognized as marginal(s).
## 
## --- done(3.89 mins)!
## - - - Checking dose marginals ... Iter, Gender, Age, Exposure_agent, Exposcen, Exposure, Scaling, exposureSource, BWSource, doseSource recognized as marginal(s).
## - - - Processing dose marginal collapses ... done!
## - - - Evaluating ERF ...
## 
##  - - - - ERF_env fetched successfully!
## 
##  - - - - ERF_omega3 fetched successfully!
## 
##  - - - - ERF_mehg fetched successfully!
## 
##  - - - - ERF_diox fetched successfully!
## 
##  - - - - ERF_vit fetched successfully!
## 
##  - - - - ERF_micr fetched successfully!
## 
##  - - - - ERF_pfas fetched successfully!
## - - - - Evaluating ERF_env ...
## 
##  done(0.05 secs)!
## - - - - Checking ERF_env marginals ... Exposure_agent, Response, Subgroup, Exposure, ER_function, Scaling, Exposure_unit, Observation, Iter, ERF_envSource recognized as marginal(s).
## - - - - Evaluating ERF_omega3 ...
## 
##  done(0.01 secs)!
## - - - - Checking ERF_omega3 marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, Iter, ERF_omega3Source recognized as marginal(s).
## - - - - Evaluating ERF_mehg ...
## 
##  done(0 secs)!
## - - - - Checking ERF_mehg marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, Iter, ERF_mehgSource recognized as marginal(s).
## - - - - Evaluating ERF_diox ...
## 
##  done(0.01 secs)!
## - - - - Checking ERF_diox marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, Iter, ERF_dioxSource recognized as marginal(s).
## - - - - Evaluating ERF_vit ...
## 
##  done(0 secs)!
## - - - - Checking ERF_vit marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, ERF_vitSource recognized as marginal(s).
## - - - - Evaluating ERF_micr ...
## 
##  done(0 secs)!
## - - - - Checking ERF_micr marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, ERF_micrSource recognized as marginal(s).
## - - - - Evaluating ERF_pfas ...
## 
##  done(0 secs)!
## - - - - Checking ERF_pfas marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, ERF_pfasSource recognized as marginal(s).
## - - - - Evaluating ERFchoice ...
## 
##  done(0 secs)!
## - - - - Checking ERFchoice marginals ... Exposure_agent, Response, Scaling, Exposure, ER_function, ERFchoiceSource recognized as marginal(s).
## 
## --- done(2.74 mins)!
## - - - Checking ERF marginals ... Exposure_agent, Response, Exposure, ER_function, Scaling, Observation, Iter, ERFSource recognized as marginal(s).
## - - - Processing ERF marginal collapses ... done!
## - - - Evaluating RR ...
## - - - - Processing dose marginal collapses ... done!
## - - - - Processing ERF marginal collapses ... done!
## 
## --- done(55.51 secs)!
## - - - Checking RR marginals ... Exposure_agent, Response, ER_function, Scaling, Iter, ERFSource, Gender, Age, Exposcen, Exposure, doseSource, RRSource recognized as marginal(s).
## - - - Evaluating frexposed ...
## 
##  done(0 secs)!
## - - - Checking frexposed marginals ... frexposedSource recognized as marginal(s).
## - - - Evaluating P_illness ...
## 
##  done(0 secs)!
## - - - Checking P_illness marginals ... Response, Illness, Age, P_illnessSource recognized as marginal(s).
## 
## -- done(11.17 mins)!
## - - Checking PAF marginals ... Exposure_agent, Response, ER_function, Scaling, Iter, ERFSource, Gender, Age, Exposcen, Exposure, doseSource, frexposedSource, incidenceSource, Adjust, RRSource, PAFSource recognized as marginal(s).
## - - Processing PAF marginal collapses ...
## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying PAF, found NAs in indices: Adjust. They were automatically
## filled using fillna, which may result in a multiplied population. Please check
## your ovariable before using oapply.
##  done!
## 
## - done(12.33 mins)!
## - Checking BoDattr marginals ... Adjust, Response, Age, Gender, Iter, Exposure_agent, BoDattrSource recognized as marginal(s).
## - Processing BoDattr marginal collapses ... done!
## 
##  done(12.39 mins)!
##  Checking BoDattr2 marginals ... Adjust, Response, Age, Gender, Iter, InpBoDSource, BoDSource, Exposure_agent, PAFSource, BoDattr2Source recognized as marginal(s).
oprint(BoD@output[BoD$Iter=="500" & BoD$Gender=="Male" & BoD$Age=="70 - 74" , ])
##        Adjust                                          Response     Age Gender
## 167961    BAU                           Cancer morbidity yearly 70 - 74   Male
## 167962    BAU      Dioxin recommendation tolerable daily intake 70 - 74   Male
## 167963    BAU Dioxin recommendation tolerable daily intake 2018 70 - 74   Male
## 167964    BAU                                          PFAS TWI 70 - 74   Male
## 167965    BAU                          Vitamin D recommendation 70 - 74   Male
## 167966    BAU                               All-cause mortality 70 - 74   Male
## 167967    BAU                                        Depression 70 - 74   Male
## 167968    BAU                                    CHD2 mortality 70 - 74   Male
## 167969    BAU                                     Breast cancer 70 - 74   Male
## 335961    BAU                           Cancer morbidity yearly 70 - 74   Male
## 335962    BAU      Dioxin recommendation tolerable daily intake 70 - 74   Male
## 335963    BAU Dioxin recommendation tolerable daily intake 2018 70 - 74   Male
## 335964    BAU                                          PFAS TWI 70 - 74   Male
## 335965    BAU                          Vitamin D recommendation 70 - 74   Male
## 335966    BAU                               All-cause mortality 70 - 74   Male
## 335967    BAU                                        Depression 70 - 74   Male
## 335968    BAU                                    CHD2 mortality 70 - 74   Male
## 335969    BAU                                     Breast cancer 70 - 74   Male
##        Iter InpBoDSource BoDSource   BoDResult
## 167961  500         Data   Formula     0.00000
## 167962  500         Data   Formula    13.58247
## 167963  500         Data   Formula   297.86615
## 167964  500         Data   Formula    19.70437
## 167965  500         Data   Formula    27.26778
## 167966  500         Data   Formula     0.00000
## 167967  500         Data   Formula     0.00000
## 167968  500         Data   Formula     0.00000
## 167969  500         Data   Formula     0.00000
## 335961  500         Data     Input 28924.63699
## 335962  500         Data     Input     0.00000
## 335963  500         Data     Input     0.00000
## 335964  500         Data     Input     0.00000
## 335965  500         Data     Input     0.00000
## 335966  500         Data     Input 72818.33614
## 335967  500         Data     Input   557.40225
## 335968  500         Data     Input 32734.19614
## 335969  500         Data     Input    15.65870
oprint(BoDattr@output[BoDattr$Iter=="500" & BoDattr$Gender=="Male" & BoDattr$Age=="70 - 74" , ])
##                        Response     Age Gender Iter Exposure_agent
## 21997   Cancer morbidity yearly 70 - 74   Male  500            TEQ
## 41997  Vitamin D recommendation 70 - 74   Male  500      Vitamin D
## 77993       All-cause mortality 70 - 74   Male  500           Fish
## 77994                Depression 70 - 74   Male  500           Fish
## 110993           CHD2 mortality 70 - 74   Male  500         Omega3
## 110994            Breast cancer 70 - 74   Male  500         Omega3
##        BoDattrSource BoDattrResult
## 21997        Formula             0
## 41997        Formula             0
## 77993        Formula             0
## 77994        Formula             0
## 110993       Formula             0
## 110994       Formula             0
oprint(BoDattr2@output[BoDattr2$Iter=="500" & BoDattr2$Gender=="Male" & BoDattr2$Age=="70 - 74" , ])
##        Adjust                 Response     Age Gender Iter InpBoDSource
## 110977    BAU  Cancer morbidity yearly 70 - 74   Male  500         Data
## 110978    BAU Vitamin D recommendation 70 - 74   Male  500         Data
## 110979    BAU      All-cause mortality 70 - 74   Male  500         Data
## 110980    BAU               Depression 70 - 74   Male  500         Data
## 110981    BAU           CHD2 mortality 70 - 74   Male  500         Data
## 110982    BAU            Breast cancer 70 - 74   Male  500         Data
## 221977    BAU  Cancer morbidity yearly 70 - 74   Male  500         Data
## 221978    BAU Vitamin D recommendation 70 - 74   Male  500         Data
## 221979    BAU      All-cause mortality 70 - 74   Male  500         Data
## 221980    BAU               Depression 70 - 74   Male  500         Data
## 221981    BAU           CHD2 mortality 70 - 74   Male  500         Data
## 221982    BAU            Breast cancer 70 - 74   Male  500         Data
##        BoDSource   BoDResult Exposure_agent PAFSource PAFResult BoDattr2Result
## 110977   Formula     0.00000            TEQ   Formula         0              0
## 110978   Formula    27.26778      Vitamin D   Formula         0              0
## 110979   Formula     0.00000           Fish   Formula         0              0
## 110980   Formula     0.00000           Fish   Formula         0              0
## 110981   Formula     0.00000         Omega3   Formula         0              0
## 110982   Formula     0.00000         Omega3   Formula         0              0
## 221977     Input 28924.63699            TEQ   Formula         0              0
## 221978     Input     0.00000      Vitamin D   Formula         0              0
## 221979     Input 72818.33614           Fish   Formula         0              0
## 221980     Input   557.40225           Fish   Formula         0              0
## 221981     Input 32734.19614         Omega3   Formula         0              0
## 221982     Input    15.65870         Omega3   Formula         0              0
##        BoDattr2Source
## 110977        Formula
## 110978        Formula
## 110979        Formula
## 110980        Formula
## 110981        Formula
## 110982        Formula
## 221977        Formula
## 221978        Formula
## 221979        Formula
## 221980        Formula
## 221981        Formula
## 221982        Formula
oprint(summary(amount,"mean"))
##             Group          Fish Gender         mean
## 1         Elderly         Bream Female  0.408000000
## 2  Other children         Bream Female  0.025500000
## 3     Adolescents  Fish product Female  9.425326546
## 4          Adults  Fish product Female 10.648729251
## 5         Elderly  Fish product Female 14.782464370
## 6         Infants  Fish product Female  0.394390243
## 7  Other children  Fish product Female 11.786649241
## 8        Toddlers  Fish product Female  2.970201393
## 9     Adolescents      Flounder Female  0.052700000
## 10         Adults      Flounder Female  0.527379950
## 11        Infants      Flounder Female  0.026704607
## 12 Other children      Flounder Female  0.000000000
## 13       Toddlers      Flounder Female  0.022036250
## 14    Adolescents       Herring Female  0.200614005
## 15         Adults       Herring Female  0.845555735
## 16        Elderly       Herring Female  3.309089448
## 17        Infants       Herring Female  0.003400000
## 18 Other children       Herring Female  0.415525105
## 19       Toddlers       Herring Female  0.004621322
## 20    Adolescents Imported fish Female  0.008330425
## 21         Adults Imported fish Female  0.819694261
## 22        Elderly Imported fish Female  1.371645479
## 23 Other children Imported fish Female  0.777376984
## 24       Toddlers Imported fish Female  0.414376687
## 25    Adolescents         Perch Female  0.037400000
## 26         Adults         Perch Female  0.943501862
## 27        Elderly         Perch Female  1.598006344
## 28        Infants         Perch Female  0.005100000
## 29 Other children         Perch Female  0.293600719
## 30       Toddlers         Perch Female  0.045474887
## 31    Adolescents        Salmon Female  6.136372567
## 32         Adults        Salmon Female 12.003164354
## 33        Elderly        Salmon Female 17.444437198
## 34        Infants        Salmon Female  0.260407109
## 35 Other children        Salmon Female  3.240089464
## 36       Toddlers        Salmon Female  1.915034761
## 37    Adolescents          Tuna Female  0.177875525
## 38         Adults          Tuna Female  2.975619577
## 39        Elderly          Tuna Female  1.685776233
## 40 Other children          Tuna Female  0.653246648
## 41       Toddlers          Tuna Female  0.118861457
## 42    Adolescents     Whitefish Female  0.122959678
## 43         Adults     Whitefish Female  1.873387456
## 44        Elderly     Whitefish Female  2.013336549
## 45 Other children     Whitefish Female  0.035074570
## 46       Toddlers     Whitefish Female  0.029351054
## 47        Elderly         Bream   Male  0.552000000
## 48 Other children         Bream   Male  0.034500000
## 49    Adolescents  Fish product   Male 12.751912386
## 50         Adults  Fish product   Male 14.407104281
## 51        Elderly  Fish product   Male 19.999804736
## 52        Infants  Fish product   Male  0.533586799
## 53 Other children  Fish product   Male 15.946643090
## 54       Toddlers  Fish product   Male  4.018507767
## 55    Adolescents      Flounder   Male  0.071300000
## 56         Adults      Flounder   Male  0.713514050
## 57        Infants      Flounder   Male  0.036129762
## 58 Other children      Flounder   Male  0.000000000
## 59       Toddlers      Flounder   Male  0.029813750
## 60    Adolescents       Herring   Male  0.271418947
## 61         Adults       Herring   Male  1.143987171
## 62        Elderly       Herring   Male  4.477003371
## 63        Infants       Herring   Male  0.004600000
## 64 Other children       Herring   Male  0.562181024
## 65       Toddlers       Herring   Male  0.006252377
## 66    Adolescents Imported fish   Male  0.011270575
## 67         Adults Imported fish   Male  1.108998117
## 68        Elderly Imported fish   Male  1.855755647
## 69 Other children Imported fish   Male  1.051745332
## 70       Toddlers Imported fish   Male  0.560627282
## 71    Adolescents         Perch   Male  0.050600000
## 72         Adults         Perch   Male  1.276502519
## 73        Elderly         Perch   Male  2.162008582
## 74        Infants         Perch   Male  0.006900000
## 75 Other children         Perch   Male  0.397224503
## 76       Toddlers         Perch   Male  0.061524847
## 77    Adolescents        Salmon   Male  8.302151120
## 78         Adults        Salmon   Male 16.239575302
## 79        Elderly        Salmon   Male 23.601297385
## 80        Infants        Salmon   Male  0.352315501
## 81 Other children        Salmon   Male  4.383650452
## 82       Toddlers        Salmon   Male  2.590929383
## 83    Adolescents          Tuna   Male  0.240655122
## 84         Adults          Tuna   Male  4.025838251
## 85        Elderly          Tuna   Male  2.280756080
## 86 Other children          Tuna   Male  0.883804288
## 87       Toddlers          Tuna   Male  0.160812560
## 88    Adolescents     Whitefish   Male  0.166357211
## 89         Adults     Whitefish   Male  2.534583028
## 90        Elderly     Whitefish   Male  2.723925919
## 91 Other children     Whitefish   Male  0.047453830
## 92       Toddlers     Whitefish   Male  0.039710250
oprint(summary(BoD,marginals=c("Age","Response"),"mean"))
##           Age                                          Response         mean
## 1       0 - 4                           Cancer morbidity yearly 1.546094e+02
## 2     10 - 14                           Cancer morbidity yearly 1.732624e+02
## 3     15 - 19                           Cancer morbidity yearly 2.076426e+02
## 4     20 - 24                           Cancer morbidity yearly 2.841669e+02
## 5     25 - 29                           Cancer morbidity yearly 3.970595e+02
## 6     30 - 34                           Cancer morbidity yearly 5.750125e+02
## 7     35 - 39                           Cancer morbidity yearly 8.406420e+02
## 8     40 - 44                           Cancer morbidity yearly 1.224048e+03
## 9     45 - 49                           Cancer morbidity yearly 1.926827e+03
## 10      5 - 9                           Cancer morbidity yearly 1.722115e+02
## 11    50 - 54                           Cancer morbidity yearly 3.493694e+03
## 12    55 - 59                           Cancer morbidity yearly 5.632269e+03
## 13    60 - 64                           Cancer morbidity yearly 8.155494e+03
## 14    65 - 69                           Cancer morbidity yearly 1.098404e+04
## 15    70 - 74                           Cancer morbidity yearly 1.275778e+04
## 16    75 - 79                           Cancer morbidity yearly 9.014153e+03
## 17    80 - 84                           Cancer morbidity yearly 7.331679e+03
## 18        85+                           Cancer morbidity yearly 5.956466e+03
## 19      0 - 4      Dioxin recommendation tolerable daily intake 1.428542e+01
## 20    10 - 14      Dioxin recommendation tolerable daily intake 1.723830e+01
## 21    15 - 19      Dioxin recommendation tolerable daily intake 1.655988e+01
## 22    20 - 24      Dioxin recommendation tolerable daily intake 1.752404e+01
## 23    25 - 29      Dioxin recommendation tolerable daily intake 1.985398e+01
## 24    30 - 34      Dioxin recommendation tolerable daily intake 1.957952e+01
## 25    35 - 39      Dioxin recommendation tolerable daily intake 2.013849e+01
## 26    40 - 44      Dioxin recommendation tolerable daily intake 1.933989e+01
## 27    45 - 49      Dioxin recommendation tolerable daily intake 1.754799e+01
## 28      5 - 9      Dioxin recommendation tolerable daily intake 1.709663e+01
## 29    50 - 54      Dioxin recommendation tolerable daily intake 1.986007e+01
## 30    55 - 59      Dioxin recommendation tolerable daily intake 2.059001e+01
## 31    60 - 64      Dioxin recommendation tolerable daily intake 2.007357e+01
## 32    65 - 69      Dioxin recommendation tolerable daily intake 1.992515e+01
## 33    70 - 74      Dioxin recommendation tolerable daily intake 1.952164e+01
## 34    75 - 79      Dioxin recommendation tolerable daily intake 1.184351e+01
## 35    80 - 84      Dioxin recommendation tolerable daily intake 9.008964e+00
## 36        85+      Dioxin recommendation tolerable daily intake 8.429227e+00
## 37  Undefined      Dioxin recommendation tolerable daily intake 3.084163e+02
## 38      0 - 4 Dioxin recommendation tolerable daily intake 2018 4.497083e+01
## 39    10 - 14 Dioxin recommendation tolerable daily intake 2018 5.426657e+01
## 40    15 - 19 Dioxin recommendation tolerable daily intake 2018 5.213088e+01
## 41    20 - 24 Dioxin recommendation tolerable daily intake 2018 5.516608e+01
## 42    25 - 29 Dioxin recommendation tolerable daily intake 2018 6.250079e+01
## 43    30 - 34 Dioxin recommendation tolerable daily intake 2018 6.163677e+01
## 44    35 - 39 Dioxin recommendation tolerable daily intake 2018 6.339643e+01
## 45    40 - 44 Dioxin recommendation tolerable daily intake 2018 6.088241e+01
## 46    45 - 49 Dioxin recommendation tolerable daily intake 2018 5.524146e+01
## 47      5 - 9 Dioxin recommendation tolerable daily intake 2018 5.382059e+01
## 48    50 - 54 Dioxin recommendation tolerable daily intake 2018 6.251994e+01
## 49    55 - 59 Dioxin recommendation tolerable daily intake 2018 6.481782e+01
## 50    60 - 64 Dioxin recommendation tolerable daily intake 2018 6.319207e+01
## 51    65 - 69 Dioxin recommendation tolerable daily intake 2018 6.272483e+01
## 52    70 - 74 Dioxin recommendation tolerable daily intake 2018 6.145455e+01
## 53    75 - 79 Dioxin recommendation tolerable daily intake 2018 3.728363e+01
## 54    80 - 84 Dioxin recommendation tolerable daily intake 2018 2.836042e+01
## 55        85+ Dioxin recommendation tolerable daily intake 2018 2.653540e+01
## 56  Undefined Dioxin recommendation tolerable daily intake 2018 9.709015e+02
## 57      0 - 4                                 Immunosuppression 1.524697e+02
## 58      5 - 9                                 Immunosuppression 1.368217e+02
## 59      0 - 4                         Loss in child's IQ points 8.530794e+03
## 60      0 - 4                                          PFAS TWI 1.378950e+02
## 61    10 - 14                                          PFAS TWI 1.663988e+02
## 62    15 - 19                                          PFAS TWI 1.598500e+02
## 63    20 - 24                                          PFAS TWI 1.691569e+02
## 64    25 - 29                                          PFAS TWI 1.916475e+02
## 65    30 - 34                                          PFAS TWI 1.889982e+02
## 66    35 - 39                                          PFAS TWI 1.943938e+02
## 67    40 - 44                                          PFAS TWI 1.866851e+02
## 68    45 - 49                                          PFAS TWI 1.693881e+02
## 69      5 - 9                                          PFAS TWI 1.650313e+02
## 70    50 - 54                                          PFAS TWI 1.917063e+02
## 71    55 - 59                                          PFAS TWI 1.987523e+02
## 72    60 - 64                                          PFAS TWI 1.937672e+02
## 73    65 - 69                                          PFAS TWI 1.923345e+02
## 74    70 - 74                                          PFAS TWI 1.884394e+02
## 75    75 - 79                                          PFAS TWI 1.143236e+02
## 76    80 - 84                                          PFAS TWI 8.696218e+01
## 77        85+                                          PFAS TWI 8.136607e+01
## 78  Undefined                                          PFAS TWI 2.977096e+03
## 79      0 - 4                               Sperm concentration 1.152601e+03
## 80      0 - 4                          Vitamin D recommendation 3.200508e+01
## 81    10 - 14                          Vitamin D recommendation 3.862072e+01
## 82    15 - 19                          Vitamin D recommendation 3.710077e+01
## 83    20 - 24                          Vitamin D recommendation 3.926088e+01
## 84    25 - 29                          Vitamin D recommendation 4.448088e+01
## 85    30 - 34                          Vitamin D recommendation 4.386598e+01
## 86    35 - 39                          Vitamin D recommendation 4.511830e+01
## 87    40 - 44                          Vitamin D recommendation 4.332911e+01
## 88    45 - 49                          Vitamin D recommendation 3.931453e+01
## 89      5 - 9                          Vitamin D recommendation 3.830332e+01
## 90    50 - 54                          Vitamin D recommendation 4.449452e+01
## 91    55 - 59                          Vitamin D recommendation 4.612989e+01
## 92    60 - 64                          Vitamin D recommendation 4.497286e+01
## 93    65 - 69                          Vitamin D recommendation 4.464033e+01
## 94    70 - 74                          Vitamin D recommendation 4.373630e+01
## 95    75 - 79                          Vitamin D recommendation 2.653421e+01
## 96    80 - 84                          Vitamin D recommendation 2.018369e+01
## 97        85+                          Vitamin D recommendation 1.888485e+01
## 98  Undefined                          Vitamin D recommendation 6.909762e+02
## 99      0 - 4                           Yes or no dental defect 1.789983e+02
## 100     0 - 4                               All-cause mortality 2.428762e+03
## 101   10 - 14                               All-cause mortality 5.418800e+02
## 102   15 - 19                               All-cause mortality 1.486808e+03
## 103   20 - 24                               All-cause mortality 2.637421e+03
## 104   25 - 29                               All-cause mortality 3.131095e+03
## 105   30 - 34                               All-cause mortality 3.355165e+03
## 106   35 - 39                               All-cause mortality 4.136936e+03
## 107   40 - 44                               All-cause mortality 5.115276e+03
## 108   45 - 49                               All-cause mortality 6.831646e+03
## 109     5 - 9                               All-cause mortality 4.663311e+02
## 110   50 - 54                               All-cause mortality 1.066236e+04
## 111   55 - 59                               All-cause mortality 1.495093e+04
## 112   60 - 64                               All-cause mortality 1.960344e+04
## 113   65 - 69                               All-cause mortality 2.466016e+04
## 114   70 - 74                               All-cause mortality 2.993580e+04
## 115   75 - 79                               All-cause mortality 2.469556e+04
## 116   80 - 84                               All-cause mortality 2.596295e+04
## 117       85+                               All-cause mortality 3.475300e+04
## 118     0 - 4                                        Depression 2.240245e-01
## 119   10 - 14                                        Depression 2.981140e+02
## 120   15 - 19                                        Depression 6.560835e+02
## 121   20 - 24                                        Depression 9.221606e+02
## 122   25 - 29                                        Depression 9.067533e+02
## 123   30 - 34                                        Depression 7.939422e+02
## 124   35 - 39                                        Depression 8.574096e+02
## 125   40 - 44                                        Depression 8.547901e+02
## 126   45 - 49                                        Depression 7.633206e+02
## 127     5 - 9                                        Depression 3.991921e+01
## 128   50 - 54                                        Depression 8.614073e+02
## 129   55 - 59                                        Depression 8.878307e+02
## 130   60 - 64                                        Depression 8.435881e+02
## 131   65 - 69                                        Depression 7.818624e+02
## 132   70 - 74                                        Depression 7.181543e+02
## 133   75 - 79                                        Depression 3.953371e+02
## 134   80 - 84                                        Depression 2.871388e+02
## 135       85+                                        Depression 2.773314e+02
## 136     0 - 4                                    CHD2 mortality 2.686779e+01
## 137   10 - 14                                    CHD2 mortality 3.757586e+01
## 138   15 - 19                                    CHD2 mortality 7.220835e+01
## 139   20 - 24                                    CHD2 mortality 1.277800e+02
## 140   25 - 29                                    CHD2 mortality 2.183047e+02
## 141   30 - 34                                    CHD2 mortality 3.179332e+02
## 142   35 - 39                                    CHD2 mortality 5.854135e+02
## 143   40 - 44                                    CHD2 mortality 9.900904e+02
## 144   45 - 49                                    CHD2 mortality 1.555853e+03
## 145     5 - 9                                    CHD2 mortality 2.429496e+01
## 146   50 - 54                                    CHD2 mortality 2.734588e+03
## 147   55 - 59                                    CHD2 mortality 4.375765e+03
## 148   60 - 64                                    CHD2 mortality 6.538562e+03
## 149   65 - 69                                    CHD2 mortality 9.056861e+03
## 150   70 - 74                                    CHD2 mortality 1.227336e+04
## 151   75 - 79                                    CHD2 mortality 1.170664e+04
## 152   80 - 84                                    CHD2 mortality 1.397346e+04
## 153       85+                                    CHD2 mortality 2.098337e+04
## 154   15 - 19                                     Breast cancer 1.032626e+00
## 155   20 - 24                                     Breast cancer 3.936986e+00
## 156   25 - 29                                     Breast cancer 1.840321e+01
## 157   30 - 34                                     Breast cancer 7.202026e+01
## 158   35 - 39                                     Breast cancer 1.315666e+02
## 159   40 - 44                                     Breast cancer 2.167706e+02
## 160   45 - 49                                     Breast cancer 3.515223e+02
## 161   50 - 54                                     Breast cancer 5.235318e+02
## 162   55 - 59                                     Breast cancer 6.663520e+02
## 163   60 - 64                                     Breast cancer 7.575959e+02
## 164   65 - 69                                     Breast cancer 8.256781e+02
## 165   70 - 74                                     Breast cancer 8.365230e+02
## 166   75 - 79                                     Breast cancer 6.179847e+02
## 167   80 - 84                                     Breast cancer 4.756353e+02
## 168       85+                                     Breast cancer 4.362434e+02
oprint(summary(BoD,marginals=c("Gender","Response"),"mean"))
##    Gender                                          Response         mean
## 1  Female                           Cancer morbidity yearly  3521.825852
## 2    Male                           Cancer morbidity yearly  4176.069372
## 3  Female      Dioxin recommendation tolerable daily intake    32.868931
## 4    Male      Dioxin recommendation tolerable daily intake    32.060813
## 5  Female Dioxin recommendation tolerable daily intake 2018   103.472142
## 6    Male Dioxin recommendation tolerable daily intake 2018   100.928168
## 7  Female                                 Immunosuppression   135.200894
## 8    Male                                 Immunosuppression   154.090579
## 9  Female                         Loss in child's IQ points  8335.993649
## 10   Male                         Loss in child's IQ points  8725.593353
## 11 Female                                          PFAS TWI   317.278885
## 12   Male                                          PFAS TWI   309.478241
## 13 Female                               Sperm concentration     0.000000
## 14   Male                               Sperm concentration  2305.202030
## 15 Female                          Vitamin D recommendation    73.639594
## 16   Male                          Vitamin D recommendation    71.829085
## 17 Female                           Yes or no dental defect   174.910895
## 18   Male                           Yes or no dental defect   183.085714
## 19 Female                               All-cause mortality  9776.019918
## 20   Male                               All-cause mortality 14152.372471
## 21 Female                                        Depression   751.572232
## 22   Male                                        Depression   486.801927
## 23 Female                                    CHD2 mortality  4015.331163
## 24   Male                                    CHD2 mortality  5495.660853
## 25 Female                                     Breast cancer   786.462775
## 26   Male                                     Breast cancer     4.843444
oprint(summary(BoDattr,marginals=c("Age","Response"),"mean"))
##         Age                  Response          mean
## 1     0 - 4   Cancer morbidity yearly  4.985531e-01
## 2     5 - 9   Cancer morbidity yearly  1.173855e+00
## 3   10 - 14   Cancer morbidity yearly  1.370361e+00
## 4   15 - 19   Cancer morbidity yearly  1.662330e+00
## 5   20 - 24   Cancer morbidity yearly  4.741281e+00
## 6   25 - 29   Cancer morbidity yearly  6.642189e+00
## 7   30 - 34   Cancer morbidity yearly  9.395494e+00
## 8   35 - 39   Cancer morbidity yearly  1.358339e+01
## 9   40 - 44   Cancer morbidity yearly  1.977773e+01
## 10  45 - 49   Cancer morbidity yearly  3.104051e+01
## 11  50 - 54   Cancer morbidity yearly  5.684000e+01
## 12  55 - 59   Cancer morbidity yearly  9.201035e+01
## 13  60 - 64   Cancer morbidity yearly  1.354176e+02
## 14  65 - 69   Cancer morbidity yearly  2.599501e+02
## 15  70 - 74   Cancer morbidity yearly  3.029786e+02
## 16  75 - 79   Cancer morbidity yearly  2.134066e+02
## 17  80 - 84   Cancer morbidity yearly  1.723376e+02
## 18      85+   Cancer morbidity yearly  1.371559e+02
## 19    0 - 4         Immunosuppression  1.522921e+00
## 20    5 - 9         Immunosuppression  3.634536e+00
## 21    0 - 4 Loss in child's IQ points  1.120931e+03
## 22    0 - 4       Sperm concentration  1.844876e+02
## 23    0 - 4  Vitamin D recommendation -3.867968e+00
## 24    5 - 9  Vitamin D recommendation -4.078189e+01
## 25  10 - 14  Vitamin D recommendation -3.350153e+01
## 26  15 - 19  Vitamin D recommendation -3.231971e+01
## 27  20 - 24  Vitamin D recommendation -7.546516e+01
## 28  25 - 29  Vitamin D recommendation -8.548287e+01
## 29  30 - 34  Vitamin D recommendation -8.440683e+01
## 30  35 - 39  Vitamin D recommendation -8.678534e+01
## 31  40 - 44  Vitamin D recommendation -8.318871e+01
## 32  45 - 49  Vitamin D recommendation -7.520247e+01
## 33  50 - 54  Vitamin D recommendation -8.475262e+01
## 34  55 - 59  Vitamin D recommendation -8.747690e+01
## 35  60 - 64  Vitamin D recommendation -8.474343e+01
## 36  65 - 69  Vitamin D recommendation -8.752937e+01
## 37  70 - 74  Vitamin D recommendation -8.536575e+01
## 38  75 - 79  Vitamin D recommendation -5.128348e+01
## 39  80 - 84  Vitamin D recommendation -3.840517e+01
## 40      85+  Vitamin D recommendation -3.466186e+01
## 41    0 - 4   Yes or no dental defect  1.766878e+02
## 42    0 - 4       All-cause mortality -6.579012e+01
## 43    5 - 9       All-cause mortality -3.678723e+01
## 44  10 - 14       All-cause mortality -3.978487e+01
## 45  15 - 19       All-cause mortality -1.161945e+02
## 46  20 - 24       All-cause mortality -3.650605e+02
## 47  25 - 29       All-cause mortality -4.318350e+02
## 48  30 - 34       All-cause mortality -4.536978e+02
## 49  35 - 39       All-cause mortality -5.488836e+02
## 50  40 - 44       All-cause mortality -6.570088e+02
## 51  45 - 49       All-cause mortality -8.560254e+02
## 52  50 - 54       All-cause mortality -1.313885e+03
## 53  55 - 59       All-cause mortality -1.811079e+03
## 54  60 - 64       All-cause mortality -2.319936e+03
## 55  65 - 69       All-cause mortality -3.789231e+03
## 56  70 - 74       All-cause mortality -4.476100e+03
## 57  75 - 79       All-cause mortality -3.525558e+03
## 58  80 - 84       All-cause mortality -3.488464e+03
## 59      85+       All-cause mortality -4.286161e+03
## 60    0 - 4                Depression -1.503487e-02
## 61    5 - 9                Depression -7.035929e+00
## 62  10 - 14                Depression -5.266605e+01
## 63  15 - 19                Depression -1.129633e+02
## 64  20 - 24                Depression -2.562280e+02
## 65  25 - 29                Depression -2.524404e+02
## 66  30 - 34                Depression -2.207271e+02
## 67  35 - 39                Depression -2.394733e+02
## 68  40 - 44                Depression -2.364302e+02
## 69  45 - 49                Depression -2.131927e+02
## 70  50 - 54                Depression -2.381007e+02
## 71  55 - 59                Depression -2.460913e+02
## 72  60 - 64                Depression -2.352830e+02
## 73  65 - 69                Depression -2.612752e+02
## 74  70 - 74                Depression -2.422287e+02
## 75  75 - 79                Depression -1.299591e+02
## 76  80 - 84                Depression -9.358889e+01
## 77      85+                Depression -9.027896e+01
## 78    0 - 4            CHD2 mortality -1.006690e+00
## 79    5 - 9            CHD2 mortality -1.478789e+00
## 80  10 - 14            CHD2 mortality -2.622612e+00
## 81  15 - 19            CHD2 mortality -5.047387e+00
## 82  20 - 24            CHD2 mortality -8.131819e+00
## 83  25 - 29            CHD2 mortality -1.371055e+01
## 84  30 - 34            CHD2 mortality -2.004064e+01
## 85  35 - 39            CHD2 mortality -3.655416e+01
## 86  40 - 44            CHD2 mortality -6.174919e+01
## 87  45 - 49            CHD2 mortality -9.703252e+01
## 88  50 - 54            CHD2 mortality -1.689971e+02
## 89  55 - 59            CHD2 mortality -2.722836e+02
## 90  60 - 64            CHD2 mortality -4.059667e+02
## 91  65 - 69            CHD2 mortality -5.930425e+02
## 92  70 - 74            CHD2 mortality -8.108135e+02
## 93  75 - 79            CHD2 mortality -7.853229e+02
## 94  80 - 84            CHD2 mortality -9.584876e+02
## 95      85+            CHD2 mortality -1.474378e+03
## 96  15 - 19             Breast cancer -1.969299e-01
## 97  20 - 24             Breast cancer -1.072654e+00
## 98  25 - 29             Breast cancer -4.988111e+00
## 99  30 - 34             Breast cancer -1.938075e+01
## 100 35 - 39             Breast cancer -3.559175e+01
## 101 40 - 44             Breast cancer -5.769103e+01
## 102 45 - 49             Breast cancer -9.482158e+01
## 103 50 - 54             Breast cancer -1.428153e+02
## 104 55 - 59             Breast cancer -1.779164e+02
## 105 60 - 64             Breast cancer -2.051199e+02
## 106 65 - 69             Breast cancer -3.040967e+02
## 107 70 - 74             Breast cancer -3.032680e+02
## 108 75 - 79             Breast cancer -2.251430e+02
## 109 80 - 84             Breast cancer -1.736637e+02
## 110     85+             Breast cancer -1.576499e+02
oprint(summary(BoDattr,marginals=c("Exposure_agent","Response"),"mean"))
##    Exposure_agent                  Response         mean
## 1             TEQ   Cancer morbidity yearly    81.110143
## 2            PFAS         Immunosuppression     2.578728
## 3             DHA Loss in child's IQ points   -93.925910
## 4            MeHg Loss in child's IQ points  2335.788466
## 5             TEQ       Sperm concentration   184.487650
## 6       Vitamin D  Vitamin D recommendation   -64.178948
## 7             TEQ   Yes or no dental defect   176.687809
## 8            Fish       All-cause mortality -1587.860079
## 9            Fish                Depression  -173.776536
## 10         Omega3            CHD2 mortality  -317.592588
## 11         Omega3             Breast cancer  -126.894385
oprint(summary(BoDattr,marginals=c("Gender","Response"),"mean"))
##    Gender                  Response         mean
## 1  Female   Cancer morbidity yearly    61.951669
## 2    Male   Cancer morbidity yearly   100.268616
## 3  Female         Immunosuppression     2.094954
## 4    Male         Immunosuppression     3.062503
## 5  Female Loss in child's IQ points  1018.985724
## 6    Male Loss in child's IQ points  1222.876833
## 7  Female       Sperm concentration     0.000000
## 8    Male       Sperm concentration   368.975299
## 9  Female  Vitamin D recommendation   -41.069443
## 10   Male  Vitamin D recommendation   -87.288453
## 11 Female   Yes or no dental defect   150.387310
## 12   Male   Yes or no dental defect   202.988309
## 13 Female       All-cause mortality -1055.525053
## 14   Male       All-cause mortality -2120.195106
## 15 Female                Depression  -192.327539
## 16   Male                Depression  -155.225532
## 17 Female            CHD2 mortality  -297.030687
## 18   Male            CHD2 mortality  -338.154489
## 19 Female             Breast cancer  -251.931620
## 20   Male             Breast cancer    -1.857149
oprint(summary(case_burden,"mean"))
##                                             Response Gender        mean
## 1       Dioxin recommendation tolerable daily intake Female 0.002029782
## 2  Dioxin recommendation tolerable daily intake 2018 Female 0.002196494
## 3                          Loss in child's IQ points Female 0.111856738
## 4                                           PFAS TWI Female 0.002155250
## 5                                Sperm concentration Female 0.000000000
## 6                           Vitamin D recommendation Female 0.002273763
## 7                            Yes or no dental defect Female 0.062448193
## 8       Dioxin recommendation tolerable daily intake   Male 0.002029782
## 9  Dioxin recommendation tolerable daily intake 2018   Male 0.002196494
## 10                         Loss in child's IQ points   Male 0.111856738
## 11                                          PFAS TWI   Male 0.002155250
## 12                               Sperm concentration   Male 2.516079702
## 13                          Vitamin D recommendation   Male 0.002273763
## 14                           Yes or no dental defect   Male 0.062448193
oprint(summary(conc,"mean"))
##                Fish  Compound        mean
## 1      Average fish       ALA  0.69000000
## 2             Bream       ALA  0.22000000
## 3           Herring       ALA  1.74000000
## 4              Pike       ALA  0.08000000
## 5     Rainbow trout       ALA  4.81000000
## 6             Roach       ALA  0.10000000
## 7            Salmon       ALA  7.96000000
## 8           Vendace       ALA  1.35000000
## 9         Whitefish       ALA  2.22000000
## 10     Average fish       DHA  2.54000000
## 11            Bream       DHA  2.73000000
## 12          Herring       DHA  5.86000000
## 13             Pike       DHA  0.30000000
## 14    Rainbow trout       DHA  7.57000000
## 15            Roach       DHA  2.87000000
## 16           Salmon       DHA  6.69000000
## 17          Vendace       DHA  3.00000000
## 18        Whitefish       DHA  3.94000000
## 19     Average fish      Fish  1.00000000
## 20            Bream      Fish  1.00000000
## 21          Herring      Fish  1.00000000
## 22             Pike      Fish  1.00000000
## 23    Rainbow trout      Fish  1.00000000
## 24            Roach      Fish  1.00000000
## 25           Salmon      Fish  1.00000000
## 26          Vendace      Fish  1.00000000
## 27        Whitefish      Fish  1.00000000
## 28     Average fish      MeHg  0.04094498
## 29            Bream      MeHg  0.74897737
## 30           Burbot      MeHg  1.27621290
## 31         Flounder      MeHg  0.05678103
## 32 Fourhorn sculpin      MeHg  0.67349790
## 33          Herring      MeHg  0.03068485
## 34            Perch      MeHg  0.20976950
## 35             Pike      MeHg  1.34700350
## 36       Pike-perch      MeHg  0.38913007
## 37            Roach      MeHg  0.33488251
## 38           Salmon      MeHg  0.17500333
## 39            Sprat      MeHg  0.04585765
## 40      White bream      MeHg  1.35831794
## 41        Whitefish      MeHg  0.08023283
## 42     Average fish    Omega3  7.00000000
## 43            Bream    Omega3  6.00000000
## 44          Herring    Omega3 24.00000000
## 45             Pike    Omega3  0.49919297
## 46    Rainbow trout    Omega3 18.00000000
## 47            Roach    Omega3  5.00000000
## 48           Salmon    Omega3 23.00000000
## 49          Vendace    Omega3 10.00000000
## 50        Whitefish    Omega3 10.00000000
## 51     Average fish      PFAS  8.52222931
## 52            Bream      PFAS  4.94807649
## 53              Eel      PFAS  7.90573116
## 54          Herring      PFAS  1.65173830
## 55            Perch      PFAS  8.41725127
## 56             Pike      PFAS  9.11200907
## 57       Pike-perch      PFAS  2.60019151
## 58    Rainbow trout      PFAS  8.14904669
## 59            Roach      PFAS  8.60857006
## 60           Salmon      PFAS  8.56622158
## 61          Vendace      PFAS  8.95165049
## 62        Whitefish      PFAS  8.94170968
## 63            Bream       TEQ  3.10087716
## 64           Burbot       TEQ  0.41274656
## 65              Cod       TEQ  0.83683991
## 66         Flounder       TEQ  7.68279012
## 67            Perch       TEQ  1.78448710
## 68             Pike       TEQ  2.14862962
## 69       Pike-perch       TEQ  1.35407284
## 70    River lamprey       TEQ  7.34301416
## 71            Roach       TEQ  0.72124877
## 72           Salmon       TEQ 11.11543498
## 73        Sea trout       TEQ  9.31778459
## 74            Sprat       TEQ  2.07728279
## 75          Vendace       TEQ  0.49626944
## 76        Whitefish       TEQ  2.39569947
## 77     Average fish Vitamin D  0.10500000
## 78            Bream Vitamin D  0.14000000
## 79          Herring Vitamin D  0.15600000
## 80             Pike Vitamin D  0.02100000
## 81    Rainbow trout Vitamin D  0.05100000
## 82            Roach Vitamin D  0.10000000
## 83           Salmon Vitamin D  0.06700000
## 84          Vendace Vitamin D  0.09400000
## 85        Whitefish Vitamin D  0.14400000
oprint(summary(dose,"mean"))
## [1] "Showing first 1000 rows out of 1980. Set show_all=TRUE to show all rows."
##      Gender     Age Exposure_agent    Exposcen Exposure Scaling         mean
## 1    Female   0 - 4            ALA         BAU   Direct      BW  0.253346435
## 2      Male   0 - 4            ALA         BAU   Direct      BW  0.342762823
## 3    Female   5 - 9            ALA         BAU   Direct      BW  0.510250281
## 4      Male   5 - 9            ALA         BAU   Direct      BW  0.690338615
## 5    Female 10 - 14            ALA         BAU   Direct      BW  0.801421742
## 6      Male 10 - 14            ALA         BAU   Direct      BW  1.084276474
## 7    Female 15 - 19            ALA         BAU   Direct      BW  0.801421742
## 8      Male 15 - 19            ALA         BAU   Direct      BW  1.084276474
## 9    Female 20 - 24            ALA         BAU   Direct      BW  1.587739502
## 10     Male 20 - 24            ALA         BAU   Direct      BW  2.148118149
## 11   Female 25 - 29            ALA         BAU   Direct      BW  1.587739502
## 12     Male 25 - 29            ALA         BAU   Direct      BW  2.148118149
## 13   Female 30 - 34            ALA         BAU   Direct      BW  1.587739502
## 14     Male 30 - 34            ALA         BAU   Direct      BW  2.148118149
## 15   Female 35 - 39            ALA         BAU   Direct      BW  1.587739502
## 16     Male 35 - 39            ALA         BAU   Direct      BW  2.148118149
## 17   Female 40 - 44            ALA         BAU   Direct      BW  1.587739502
## 18     Male 40 - 44            ALA         BAU   Direct      BW  2.148118149
## 19   Female 45 - 49            ALA         BAU   Direct      BW  1.587739502
## 20     Male 45 - 49            ALA         BAU   Direct      BW  2.148118149
## 21   Female 50 - 54            ALA         BAU   Direct      BW  1.587739502
## 22     Male 50 - 54            ALA         BAU   Direct      BW  2.148118149
## 23   Female 55 - 59            ALA         BAU   Direct      BW  1.587739502
## 24     Male 55 - 59            ALA         BAU   Direct      BW  2.148118149
## 25   Female 60 - 64            ALA         BAU   Direct      BW  1.587739502
## 26     Male 60 - 64            ALA         BAU   Direct      BW  2.148118149
## 27   Female 65 - 69            ALA         BAU   Direct      BW  2.306920347
## 28     Male 65 - 69            ALA         BAU   Direct      BW  3.121127528
## 29   Female 70 - 74            ALA         BAU   Direct      BW  2.306920347
## 30     Male 70 - 74            ALA         BAU   Direct      BW  3.121127528
## 31   Female 75 - 79            ALA         BAU   Direct      BW  2.306920347
## 32     Male 75 - 79            ALA         BAU   Direct      BW  3.121127528
## 33   Female 80 - 84            ALA         BAU   Direct      BW  2.306920347
## 34     Male 80 - 84            ALA         BAU   Direct      BW  3.121127528
## 35   Female     85+            ALA         BAU   Direct      BW  2.306920347
## 36     Male     85+            ALA         BAU   Direct      BW  3.121127528
## 37   Female   0 - 4            DHA         BAU   Direct      BW  0.749909786
## 38     Male   0 - 4            DHA         BAU   Direct      BW  1.035235760
## 39   Female   5 - 9            DHA         BAU   Direct      BW  1.264735706
## 40     Male   5 - 9            DHA         BAU   Direct      BW  1.731764947
## 41   Female 10 - 14            DHA         BAU   Direct      BW  1.396661802
## 42     Male 10 - 14            DHA         BAU   Direct      BW  1.910253193
## 43   Female 15 - 19            DHA         BAU   Direct      BW  1.396661802
## 44     Male 15 - 19            DHA         BAU   Direct      BW  1.910253193
## 45   Female 20 - 24            DHA         BAU   Direct      BW  2.285225487
## 46     Male 20 - 24            DHA         BAU   Direct      BW  3.112427591
## 47   Female 25 - 29            DHA         BAU   Direct      BW  2.285225487
## 48     Male 25 - 29            DHA         BAU   Direct      BW  3.112427591
## 49   Female 30 - 34            DHA         BAU   Direct      BW  2.285225487
## 50     Male 30 - 34            DHA         BAU   Direct      BW  3.112427591
## 51   Female 35 - 39            DHA         BAU   Direct      BW  2.285225487
## 52     Male 35 - 39            DHA         BAU   Direct      BW  3.112427591
## 53   Female 40 - 44            DHA         BAU   Direct      BW  2.285225487
## 54     Male 40 - 44            DHA         BAU   Direct      BW  3.112427591
## 55   Female 45 - 49            DHA         BAU   Direct      BW  2.285225487
## 56     Male 45 - 49            DHA         BAU   Direct      BW  3.112427591
## 57   Female 50 - 54            DHA         BAU   Direct      BW  2.285225487
## 58     Male 50 - 54            DHA         BAU   Direct      BW  3.112427591
## 59   Female 55 - 59            DHA         BAU   Direct      BW  2.285225487
## 60     Male 55 - 59            DHA         BAU   Direct      BW  3.112427591
## 61   Female 60 - 64            DHA         BAU   Direct      BW  2.285225487
## 62     Male 60 - 64            DHA         BAU   Direct      BW  3.112427591
## 63   Female 65 - 69            DHA         BAU   Direct      BW  3.158498394
## 64     Male 65 - 69            DHA         BAU   Direct      BW  4.293914465
## 65   Female 70 - 74            DHA         BAU   Direct      BW  3.158498394
## 66     Male 70 - 74            DHA         BAU   Direct      BW  4.293914465
## 67   Female 75 - 79            DHA         BAU   Direct      BW  3.158498394
## 68     Male 75 - 79            DHA         BAU   Direct      BW  4.293914465
## 69   Female 80 - 84            DHA         BAU   Direct      BW  3.158498394
## 70     Male 80 - 84            DHA         BAU   Direct      BW  4.293914465
## 71   Female     85+            DHA         BAU   Direct      BW  3.158498394
## 72     Male     85+            DHA         BAU   Direct      BW  4.293914465
## 73   Female   0 - 4            EPA         BAU   Direct      BW  0.433461255
## 74     Male   0 - 4            EPA         BAU   Direct      BW  0.617048172
## 75   Female   5 - 9            EPA         BAU   Direct      BW  0.433461255
## 76     Male   5 - 9            EPA         BAU   Direct      BW  0.617048172
## 77   Female 10 - 14            EPA         BAU   Direct      BW  0.433461255
## 78     Male 10 - 14            EPA         BAU   Direct      BW  0.617048172
## 79   Female 15 - 19            EPA         BAU   Direct      BW  0.433461255
## 80     Male 15 - 19            EPA         BAU   Direct      BW  0.617048172
## 81   Female 20 - 24            EPA         BAU   Direct      BW  0.433461255
## 82     Male 20 - 24            EPA         BAU   Direct      BW  0.617048172
## 83   Female 25 - 29            EPA         BAU   Direct      BW  0.433461255
## 84     Male 25 - 29            EPA         BAU   Direct      BW  0.617048172
## 85   Female 30 - 34            EPA         BAU   Direct      BW  0.433461255
## 86     Male 30 - 34            EPA         BAU   Direct      BW  0.617048172
## 87   Female 35 - 39            EPA         BAU   Direct      BW  0.433461255
## 88     Male 35 - 39            EPA         BAU   Direct      BW  0.617048172
## 89   Female 40 - 44            EPA         BAU   Direct      BW  0.433461255
## 90     Male 40 - 44            EPA         BAU   Direct      BW  0.617048172
## 91   Female 45 - 49            EPA         BAU   Direct      BW  0.433461255
## 92     Male 45 - 49            EPA         BAU   Direct      BW  0.617048172
## 93   Female 50 - 54            EPA         BAU   Direct      BW  0.433461255
## 94     Male 50 - 54            EPA         BAU   Direct      BW  0.617048172
## 95   Female 55 - 59            EPA         BAU   Direct      BW  0.433461255
## 96     Male 55 - 59            EPA         BAU   Direct      BW  0.617048172
## 97   Female 60 - 64            EPA         BAU   Direct      BW  0.433461255
## 98     Male 60 - 64            EPA         BAU   Direct      BW  0.617048172
## 99   Female 65 - 69            EPA         BAU   Direct      BW  0.433461255
## 100    Male 65 - 69            EPA         BAU   Direct      BW  0.617048172
## 101  Female 70 - 74            EPA         BAU   Direct      BW  0.433461255
## 102    Male 70 - 74            EPA         BAU   Direct      BW  0.617048172
## 103  Female 75 - 79            EPA         BAU   Direct      BW  0.433461255
## 104    Male 75 - 79            EPA         BAU   Direct      BW  0.617048172
## 105  Female 80 - 84            EPA         BAU   Direct      BW  0.433461255
## 106    Male 80 - 84            EPA         BAU   Direct      BW  0.617048172
## 107  Female     85+            EPA         BAU   Direct      BW  0.433461255
## 108    Male     85+            EPA         BAU   Direct      BW  0.617048172
## 109  Female   0 - 4           Fish         BAU   Direct      BW  0.077892095
## 110    Male   0 - 4           Fish         BAU   Direct      BW  0.105383423
## 111  Female   5 - 9           Fish         BAU   Direct      BW  0.241906600
## 112    Male   5 - 9           Fish         BAU   Direct      BW  0.327285400
## 113  Female 10 - 14           Fish         BAU   Direct      BW  0.229592554
## 114    Male 10 - 14           Fish         BAU   Direct      BW  0.310625219
## 115  Female 15 - 19           Fish         BAU   Direct      BW  0.229592554
## 116    Male 15 - 19           Fish         BAU   Direct      BW  0.310625219
## 117  Female 20 - 24           Fish         BAU   Direct      BW  0.416659295
## 118    Male 20 - 24           Fish         BAU   Direct      BW  0.563715516
## 119  Female 25 - 29           Fish         BAU   Direct      BW  0.416659295
## 120    Male 25 - 29           Fish         BAU   Direct      BW  0.563715516
## 121  Female 30 - 34           Fish         BAU   Direct      BW  0.416659295
## 122    Male 30 - 34           Fish         BAU   Direct      BW  0.563715516
## 123  Female 35 - 39           Fish         BAU   Direct      BW  0.416659295
## 124    Male 35 - 39           Fish         BAU   Direct      BW  0.563715516
## 125  Female 40 - 44           Fish         BAU   Direct      BW  0.416659295
## 126    Male 40 - 44           Fish         BAU   Direct      BW  0.563715516
## 127  Female 45 - 49           Fish         BAU   Direct      BW  0.416659295
## 128    Male 45 - 49           Fish         BAU   Direct      BW  0.563715516
## 129  Female 50 - 54           Fish         BAU   Direct      BW  0.416659295
## 130    Male 50 - 54           Fish         BAU   Direct      BW  0.563715516
## 131  Female 55 - 59           Fish         BAU   Direct      BW  0.416659295
## 132    Male 55 - 59           Fish         BAU   Direct      BW  0.563715516
## 133  Female 60 - 64           Fish         BAU   Direct      BW  0.416659295
## 134    Male 60 - 64           Fish         BAU   Direct      BW  0.563715516
## 135  Female 65 - 69           Fish         BAU   Direct      BW  0.585924990
## 136    Male 65 - 69           Fish         BAU   Direct      BW  0.792722045
## 137  Female 70 - 74           Fish         BAU   Direct      BW  0.585924990
## 138    Male 70 - 74           Fish         BAU   Direct      BW  0.792722045
## 139  Female 75 - 79           Fish         BAU   Direct      BW  0.585924990
## 140    Male 75 - 79           Fish         BAU   Direct      BW  0.792722045
## 141  Female 80 - 84           Fish         BAU   Direct      BW  0.585924990
## 142    Male 80 - 84           Fish         BAU   Direct      BW  0.792722045
## 143  Female     85+           Fish         BAU   Direct      BW  0.585924990
## 144    Male     85+           Fish         BAU   Direct      BW  0.792722045
## 145  Female   0 - 4           MeHg         BAU   Direct      BW  0.007219185
## 146    Male   0 - 4           MeHg         BAU   Direct      BW  0.009767132
## 147  Female   5 - 9           MeHg         BAU   Direct      BW  0.016723333
## 148    Male   5 - 9           MeHg         BAU   Direct      BW  0.022625686
## 149  Female 10 - 14           MeHg         BAU   Direct      BW  0.021795418
## 150    Male 10 - 14           MeHg         BAU   Direct      BW  0.029487919
## 151  Female 15 - 19           MeHg         BAU   Direct      BW  0.021795418
## 152    Male 15 - 19           MeHg         BAU   Direct      BW  0.029487919
## 153  Female 20 - 24           MeHg         BAU   Direct      BW  0.045215469
## 154    Male 20 - 24           MeHg         BAU   Direct      BW  0.061173870
## 155  Female 25 - 29           MeHg         BAU   Direct      BW  0.045215469
## 156    Male 25 - 29           MeHg         BAU   Direct      BW  0.061173870
## 157  Female 30 - 34           MeHg         BAU   Direct      BW  0.045215469
## 158    Male 30 - 34           MeHg         BAU   Direct      BW  0.061173870
## 159  Female 35 - 39           MeHg         BAU   Direct      BW  0.045215469
## 160    Male 35 - 39           MeHg         BAU   Direct      BW  0.061173870
## 161  Female 40 - 44           MeHg         BAU   Direct      BW  0.045215469
## 162    Male 40 - 44           MeHg         BAU   Direct      BW  0.061173870
## 163  Female 45 - 49           MeHg         BAU   Direct      BW  0.045215469
## 164    Male 45 - 49           MeHg         BAU   Direct      BW  0.061173870
## 165  Female 50 - 54           MeHg         BAU   Direct      BW  0.045215469
## 166    Male 50 - 54           MeHg         BAU   Direct      BW  0.061173870
## 167  Female 55 - 59           MeHg         BAU   Direct      BW  0.045215469
## 168    Male 55 - 59           MeHg         BAU   Direct      BW  0.061173870
## 169  Female 60 - 64           MeHg         BAU   Direct      BW  0.045215469
## 170    Male 60 - 64           MeHg         BAU   Direct      BW  0.061173870
## 171  Female 65 - 69           MeHg         BAU   Direct      BW  0.064103149
## 172    Male 65 - 69           MeHg         BAU   Direct      BW  0.086727790
## 173  Female 70 - 74           MeHg         BAU   Direct      BW  0.064103149
## 174    Male 70 - 74           MeHg         BAU   Direct      BW  0.086727790
## 175  Female 75 - 79           MeHg         BAU   Direct      BW  0.064103149
## 176    Male 75 - 79           MeHg         BAU   Direct      BW  0.086727790
## 177  Female 80 - 84           MeHg         BAU   Direct      BW  0.064103149
## 178    Male 80 - 84           MeHg         BAU   Direct      BW  0.086727790
## 179  Female     85+           MeHg         BAU   Direct      BW  0.064103149
## 180    Male     85+           MeHg         BAU   Direct      BW  0.086727790
## 181  Female   0 - 4         Omega3         BAU   Direct      BW  1.819646899
## 182    Male   0 - 4         Omega3         BAU   Direct      BW  2.572057141
## 183  Female   5 - 9         Omega3         BAU   Direct      BW  3.370290006
## 184    Male   5 - 9         Omega3         BAU   Direct      BW  4.669986050
## 185  Female 10 - 14         Omega3         BAU   Direct      BW  3.898037340
## 186    Male 10 - 14         Omega3         BAU   Direct      BW  5.383997149
## 187  Female 15 - 19         Omega3         BAU   Direct      BW  3.898037340
## 188    Male 15 - 19         Omega3         BAU   Direct      BW  5.383997149
## 189  Female 20 - 24         Omega3         BAU   Direct      BW  6.780132548
## 190    Male 20 - 24         Omega3         BAU   Direct      BW  9.283302431
## 191  Female 25 - 29         Omega3         BAU   Direct      BW  6.780132548
## 192    Male 25 - 29         Omega3         BAU   Direct      BW  9.283302431
## 193  Female 30 - 34         Omega3         BAU   Direct      BW  6.780132548
## 194    Male 30 - 34         Omega3         BAU   Direct      BW  9.283302431
## 195  Female 35 - 39         Omega3         BAU   Direct      BW  6.780132548
## 196    Male 35 - 39         Omega3         BAU   Direct      BW  9.283302431
## 197  Female 40 - 44         Omega3         BAU   Direct      BW  6.780132548
## 198    Male 40 - 44         Omega3         BAU   Direct      BW  9.283302431
## 199  Female 45 - 49         Omega3         BAU   Direct      BW  6.780132548
## 200    Male 45 - 49         Omega3         BAU   Direct      BW  9.283302431
## 201  Female 50 - 54         Omega3         BAU   Direct      BW  6.780132548
## 202    Male 50 - 54         Omega3         BAU   Direct      BW  9.283302431
## 203  Female 55 - 59         Omega3         BAU   Direct      BW  6.780132548
## 204    Male 55 - 59         Omega3         BAU   Direct      BW  9.283302431
## 205  Female 60 - 64         Omega3         BAU   Direct      BW  6.780132548
## 206    Male 60 - 64         Omega3         BAU   Direct      BW  9.283302431
## 207  Female 65 - 69         Omega3         BAU   Direct      BW  9.807167925
## 208    Male 65 - 69         Omega3         BAU   Direct      BW 13.378703235
## 209  Female 70 - 74         Omega3         BAU   Direct      BW  9.807167925
## 210    Male 70 - 74         Omega3         BAU   Direct      BW 13.378703235
## 211  Female 75 - 79         Omega3         BAU   Direct      BW  9.807167925
## 212    Male 75 - 79         Omega3         BAU   Direct      BW 13.378703235
## 213  Female 80 - 84         Omega3         BAU   Direct      BW  9.807167925
## 214    Male 80 - 84         Omega3         BAU   Direct      BW 13.378703235
## 215  Female     85+         Omega3         BAU   Direct      BW  9.807167925
## 216    Male     85+         Omega3         BAU   Direct      BW 13.378703235
## 217  Female   0 - 4           PFAS         BAU   Direct      BW  0.684721709
## 218    Male   0 - 4           PFAS         BAU   Direct      BW  0.926388194
## 219  Female   5 - 9           PFAS         BAU   Direct      BW  1.963356759
## 220    Male   5 - 9           PFAS         BAU   Direct      BW  2.656306203
## 221  Female 10 - 14           PFAS         BAU   Direct      BW  1.842203404
## 222    Male 10 - 14           PFAS         BAU   Direct      BW  2.492392841
## 223  Female 15 - 19           PFAS         BAU   Direct      BW  1.842203404
## 224    Male 15 - 19           PFAS         BAU   Direct      BW  2.492392841
## 225  Female 20 - 24           PFAS         BAU   Direct      BW  3.760332926
## 226    Male 20 - 24           PFAS         BAU   Direct      BW  5.087509253
## 227  Female 25 - 29           PFAS         BAU   Direct      BW  3.760332926
## 228    Male 25 - 29           PFAS         BAU   Direct      BW  5.087509253
## 229  Female 30 - 34           PFAS         BAU   Direct      BW  3.760332926
## 230    Male 30 - 34           PFAS         BAU   Direct      BW  5.087509253
## 231  Female 35 - 39           PFAS         BAU   Direct      BW  3.760332926
## 232    Male 35 - 39           PFAS         BAU   Direct      BW  5.087509253
## 233  Female 40 - 44           PFAS         BAU   Direct      BW  3.760332926
## 234    Male 40 - 44           PFAS         BAU   Direct      BW  5.087509253
## 235  Female 45 - 49           PFAS         BAU   Direct      BW  3.760332926
## 236    Male 45 - 49           PFAS         BAU   Direct      BW  5.087509253
## 237  Female 50 - 54           PFAS         BAU   Direct      BW  3.760332926
## 238    Male 50 - 54           PFAS         BAU   Direct      BW  5.087509253
## 239  Female 55 - 59           PFAS         BAU   Direct      BW  3.760332926
## 240    Male 55 - 59           PFAS         BAU   Direct      BW  5.087509253
## 241  Female 60 - 64           PFAS         BAU   Direct      BW  3.760332926
## 242    Male 60 - 64           PFAS         BAU   Direct      BW  5.087509253
## 243  Female 65 - 69           PFAS         BAU   Direct      BW  4.721169037
## 244    Male 65 - 69           PFAS         BAU   Direct      BW  6.387463991
## 245  Female 70 - 74           PFAS         BAU   Direct      BW  4.721169037
## 246    Male 70 - 74           PFAS         BAU   Direct      BW  6.387463991
## 247  Female 75 - 79           PFAS         BAU   Direct      BW  4.721169037
## 248    Male 75 - 79           PFAS         BAU   Direct      BW  6.387463991
## 249  Female 80 - 84           PFAS         BAU   Direct      BW  4.721169037
## 250    Male 80 - 84           PFAS         BAU   Direct      BW  6.387463991
## 251  Female     85+           PFAS         BAU   Direct      BW  4.721169037
## 252    Male     85+           PFAS         BAU   Direct      BW  6.387463991
## 253  Female   0 - 4            TEQ         BAU   Direct      BW  0.743611158
## 254    Male   0 - 4            TEQ         BAU   Direct      BW  1.006062155
## 255  Female   5 - 9            TEQ         BAU   Direct      BW  1.881695093
## 256    Male   5 - 9            TEQ         BAU   Direct      BW  2.545822773
## 257  Female 10 - 14            TEQ         BAU   Direct      BW  2.258779273
## 258    Male 10 - 14            TEQ         BAU   Direct      BW  3.055995487
## 259  Female 15 - 19            TEQ         BAU   Direct      BW  2.258779273
## 260    Male 15 - 19            TEQ         BAU   Direct      BW  3.055995487
## 261  Female 20 - 24            TEQ         BAU   Direct      BW  4.466054122
## 262    Male 20 - 24            TEQ         BAU   Direct      BW  6.042308518
## 263  Female 25 - 29            TEQ         BAU   Direct      BW  4.466054122
## 264    Male 25 - 29            TEQ         BAU   Direct      BW  6.042308518
## 265  Female 30 - 34            TEQ         BAU   Direct      BW  4.466054122
## 266    Male 30 - 34            TEQ         BAU   Direct      BW  6.042308518
## 267  Female 35 - 39            TEQ         BAU   Direct      BW  4.466054122
## 268    Male 35 - 39            TEQ         BAU   Direct      BW  6.042308518
## 269  Female 40 - 44            TEQ         BAU   Direct      BW  4.466054122
## 270    Male 40 - 44            TEQ         BAU   Direct      BW  6.042308518
## 271  Female 45 - 49            TEQ         BAU   Direct      BW  4.466054122
## 272    Male 45 - 49            TEQ         BAU   Direct      BW  6.042308518
## 273  Female 50 - 54            TEQ         BAU   Direct      BW  4.466054122
## 274    Male 50 - 54            TEQ         BAU   Direct      BW  6.042308518
## 275  Female 55 - 59            TEQ         BAU   Direct      BW  4.466054122
## 276    Male 55 - 59            TEQ         BAU   Direct      BW  6.042308518
## 277  Female 60 - 64            TEQ         BAU   Direct      BW  4.466054122
## 278    Male 60 - 64            TEQ         BAU   Direct      BW  6.042308518
## 279  Female 65 - 69            TEQ         BAU   Direct      BW  6.255359607
## 280    Male 65 - 69            TEQ         BAU   Direct      BW  8.463133585
## 281  Female 70 - 74            TEQ         BAU   Direct      BW  6.255359607
## 282    Male 70 - 74            TEQ         BAU   Direct      BW  8.463133585
## 283  Female 75 - 79            TEQ         BAU   Direct      BW  6.255359607
## 284    Male 75 - 79            TEQ         BAU   Direct      BW  8.463133585
## 285  Female 80 - 84            TEQ         BAU   Direct      BW  6.255359607
## 286    Male 80 - 84            TEQ         BAU   Direct      BW  8.463133585
## 287  Female     85+            TEQ         BAU   Direct      BW  6.255359607
## 288    Male     85+            TEQ         BAU   Direct      BW  8.463133585
## 289  Female   0 - 4      Vitamin D         BAU   Direct      BW  0.047116313
## 290    Male   0 - 4      Vitamin D         BAU   Direct      BW  0.075015204
## 291  Female   5 - 9      Vitamin D         BAU   Direct      BW  0.063933832
## 292    Male   5 - 9      Vitamin D         BAU   Direct      BW  0.097768318
## 293  Female 10 - 14      Vitamin D         BAU   Direct      BW  0.060948226
## 294    Male 10 - 14      Vitamin D         BAU   Direct      BW  0.093728969
## 295  Female 15 - 19      Vitamin D         BAU   Direct      BW  0.060948226
## 296    Male 15 - 19      Vitamin D         BAU   Direct      BW  0.093728969
## 297  Female 20 - 24      Vitamin D         BAU   Direct      BW  0.078850528
## 298    Male 20 - 24      Vitamin D         BAU   Direct      BW  0.117949731
## 299  Female 25 - 29      Vitamin D         BAU   Direct      BW  0.078850528
## 300    Male 25 - 29      Vitamin D         BAU   Direct      BW  0.117949731
## 301  Female 30 - 34      Vitamin D         BAU   Direct      BW  0.078850528
## 302    Male 30 - 34      Vitamin D         BAU   Direct      BW  0.117949731
## 303  Female 35 - 39      Vitamin D         BAU   Direct      BW  0.078850528
## 304    Male 35 - 39      Vitamin D         BAU   Direct      BW  0.117949731
## 305  Female 40 - 44      Vitamin D         BAU   Direct      BW  0.078850528
## 306    Male 40 - 44      Vitamin D         BAU   Direct      BW  0.117949731
## 307  Female 45 - 49      Vitamin D         BAU   Direct      BW  0.078850528
## 308    Male 45 - 49      Vitamin D         BAU   Direct      BW  0.117949731
## 309  Female 50 - 54      Vitamin D         BAU   Direct      BW  0.078850528
## 310    Male 50 - 54      Vitamin D         BAU   Direct      BW  0.117949731
## 311  Female 55 - 59      Vitamin D         BAU   Direct      BW  0.078850528
## 312    Male 55 - 59      Vitamin D         BAU   Direct      BW  0.117949731
## 313  Female 60 - 64      Vitamin D         BAU   Direct      BW  0.078850528
## 314    Male 60 - 64      Vitamin D         BAU   Direct      BW  0.117949731
## 315  Female 65 - 69      Vitamin D         BAU   Direct      BW  0.095746424
## 316    Male 65 - 69      Vitamin D         BAU   Direct      BW  0.140808884
## 317  Female 70 - 74      Vitamin D         BAU   Direct      BW  0.095746424
## 318    Male 70 - 74      Vitamin D         BAU   Direct      BW  0.140808884
## 319  Female 75 - 79      Vitamin D         BAU   Direct      BW  0.095746424
## 320    Male 75 - 79      Vitamin D         BAU   Direct      BW  0.140808884
## 321  Female 80 - 84      Vitamin D         BAU   Direct      BW  0.095746424
## 322    Male 80 - 84      Vitamin D         BAU   Direct      BW  0.140808884
## 323  Female     85+      Vitamin D         BAU   Direct      BW  0.095746424
## 324    Male     85+      Vitamin D         BAU   Direct      BW  0.140808884
## 325  Female   0 - 4            ALA No exposure   Direct      BW  0.000000000
## 326    Male   0 - 4            ALA No exposure   Direct      BW  0.000000000
## 327  Female   5 - 9            ALA No exposure   Direct      BW  0.000000000
## 328    Male   5 - 9            ALA No exposure   Direct      BW  0.000000000
## 329  Female 10 - 14            ALA No exposure   Direct      BW  0.000000000
## 330    Male 10 - 14            ALA No exposure   Direct      BW  0.000000000
## 331  Female 15 - 19            ALA No exposure   Direct      BW  0.000000000
## 332    Male 15 - 19            ALA No exposure   Direct      BW  0.000000000
## 333  Female 20 - 24            ALA No exposure   Direct      BW  0.000000000
## 334    Male 20 - 24            ALA No exposure   Direct      BW  0.000000000
## 335  Female 25 - 29            ALA No exposure   Direct      BW  0.000000000
## 336    Male 25 - 29            ALA No exposure   Direct      BW  0.000000000
## 337  Female 30 - 34            ALA No exposure   Direct      BW  0.000000000
## 338    Male 30 - 34            ALA No exposure   Direct      BW  0.000000000
## 339  Female 35 - 39            ALA No exposure   Direct      BW  0.000000000
## 340    Male 35 - 39            ALA No exposure   Direct      BW  0.000000000
## 341  Female 40 - 44            ALA No exposure   Direct      BW  0.000000000
## 342    Male 40 - 44            ALA No exposure   Direct      BW  0.000000000
## 343  Female 45 - 49            ALA No exposure   Direct      BW  0.000000000
## 344    Male 45 - 49            ALA No exposure   Direct      BW  0.000000000
## 345  Female 50 - 54            ALA No exposure   Direct      BW  0.000000000
## 346    Male 50 - 54            ALA No exposure   Direct      BW  0.000000000
## 347  Female 55 - 59            ALA No exposure   Direct      BW  0.000000000
## 348    Male 55 - 59            ALA No exposure   Direct      BW  0.000000000
## 349  Female 60 - 64            ALA No exposure   Direct      BW  0.000000000
## 350    Male 60 - 64            ALA No exposure   Direct      BW  0.000000000
## 351  Female 65 - 69            ALA No exposure   Direct      BW  0.000000000
## 352    Male 65 - 69            ALA No exposure   Direct      BW  0.000000000
## 353  Female 70 - 74            ALA No exposure   Direct      BW  0.000000000
## 354    Male 70 - 74            ALA No exposure   Direct      BW  0.000000000
## 355  Female 75 - 79            ALA No exposure   Direct      BW  0.000000000
## 356    Male 75 - 79            ALA No exposure   Direct      BW  0.000000000
## 357  Female 80 - 84            ALA No exposure   Direct      BW  0.000000000
## 358    Male 80 - 84            ALA No exposure   Direct      BW  0.000000000
## 359  Female     85+            ALA No exposure   Direct      BW  0.000000000
## 360    Male     85+            ALA No exposure   Direct      BW  0.000000000
## 361  Female   0 - 4            DHA No exposure   Direct      BW  0.437723456
## 362    Male   0 - 4            DHA No exposure   Direct      BW  0.612866020
## 363  Female   5 - 9            DHA No exposure   Direct      BW  0.437723456
## 364    Male   5 - 9            DHA No exposure   Direct      BW  0.612866020
## 365  Female 10 - 14            DHA No exposure   Direct      BW  0.437723456
## 366    Male 10 - 14            DHA No exposure   Direct      BW  0.612866020
## 367  Female 15 - 19            DHA No exposure   Direct      BW  0.437723456
## 368    Male 15 - 19            DHA No exposure   Direct      BW  0.612866020
## 369  Female 20 - 24            DHA No exposure   Direct      BW  0.437723456
## 370    Male 20 - 24            DHA No exposure   Direct      BW  0.612866020
## 371  Female 25 - 29            DHA No exposure   Direct      BW  0.437723456
## 372    Male 25 - 29            DHA No exposure   Direct      BW  0.612866020
## 373  Female 30 - 34            DHA No exposure   Direct      BW  0.437723456
## 374    Male 30 - 34            DHA No exposure   Direct      BW  0.612866020
## 375  Female 35 - 39            DHA No exposure   Direct      BW  0.437723456
## 376    Male 35 - 39            DHA No exposure   Direct      BW  0.612866020
## 377  Female 40 - 44            DHA No exposure   Direct      BW  0.437723456
## 378    Male 40 - 44            DHA No exposure   Direct      BW  0.612866020
## 379  Female 45 - 49            DHA No exposure   Direct      BW  0.437723456
## 380    Male 45 - 49            DHA No exposure   Direct      BW  0.612866020
## 381  Female 50 - 54            DHA No exposure   Direct      BW  0.437723456
## 382    Male 50 - 54            DHA No exposure   Direct      BW  0.612866020
## 383  Female 55 - 59            DHA No exposure   Direct      BW  0.437723456
## 384    Male 55 - 59            DHA No exposure   Direct      BW  0.612866020
## 385  Female 60 - 64            DHA No exposure   Direct      BW  0.437723456
## 386    Male 60 - 64            DHA No exposure   Direct      BW  0.612866020
## 387  Female 65 - 69            DHA No exposure   Direct      BW  0.437723456
## 388    Male 65 - 69            DHA No exposure   Direct      BW  0.612866020
## 389  Female 70 - 74            DHA No exposure   Direct      BW  0.437723456
## 390    Male 70 - 74            DHA No exposure   Direct      BW  0.612866020
## 391  Female 75 - 79            DHA No exposure   Direct      BW  0.437723456
## 392    Male 75 - 79            DHA No exposure   Direct      BW  0.612866020
## 393  Female 80 - 84            DHA No exposure   Direct      BW  0.437723456
## 394    Male 80 - 84            DHA No exposure   Direct      BW  0.612866020
## 395  Female     85+            DHA No exposure   Direct      BW  0.437723456
## 396    Male     85+            DHA No exposure   Direct      BW  0.612866020
## 397  Female   0 - 4            EPA No exposure   Direct      BW  0.433461255
## 398    Male   0 - 4            EPA No exposure   Direct      BW  0.617048172
## 399  Female   5 - 9            EPA No exposure   Direct      BW  0.433461255
## 400    Male   5 - 9            EPA No exposure   Direct      BW  0.617048172
## 401  Female 10 - 14            EPA No exposure   Direct      BW  0.433461255
## 402    Male 10 - 14            EPA No exposure   Direct      BW  0.617048172
## 403  Female 15 - 19            EPA No exposure   Direct      BW  0.433461255
## 404    Male 15 - 19            EPA No exposure   Direct      BW  0.617048172
## 405  Female 20 - 24            EPA No exposure   Direct      BW  0.433461255
## 406    Male 20 - 24            EPA No exposure   Direct      BW  0.617048172
## 407  Female 25 - 29            EPA No exposure   Direct      BW  0.433461255
## 408    Male 25 - 29            EPA No exposure   Direct      BW  0.617048172
## 409  Female 30 - 34            EPA No exposure   Direct      BW  0.433461255
## 410    Male 30 - 34            EPA No exposure   Direct      BW  0.617048172
## 411  Female 35 - 39            EPA No exposure   Direct      BW  0.433461255
## 412    Male 35 - 39            EPA No exposure   Direct      BW  0.617048172
## 413  Female 40 - 44            EPA No exposure   Direct      BW  0.433461255
## 414    Male 40 - 44            EPA No exposure   Direct      BW  0.617048172
## 415  Female 45 - 49            EPA No exposure   Direct      BW  0.433461255
## 416    Male 45 - 49            EPA No exposure   Direct      BW  0.617048172
## 417  Female 50 - 54            EPA No exposure   Direct      BW  0.433461255
## 418    Male 50 - 54            EPA No exposure   Direct      BW  0.617048172
## 419  Female 55 - 59            EPA No exposure   Direct      BW  0.433461255
## 420    Male 55 - 59            EPA No exposure   Direct      BW  0.617048172
## 421  Female 60 - 64            EPA No exposure   Direct      BW  0.433461255
## 422    Male 60 - 64            EPA No exposure   Direct      BW  0.617048172
## 423  Female 65 - 69            EPA No exposure   Direct      BW  0.433461255
## 424    Male 65 - 69            EPA No exposure   Direct      BW  0.617048172
## 425  Female 70 - 74            EPA No exposure   Direct      BW  0.433461255
## 426    Male 70 - 74            EPA No exposure   Direct      BW  0.617048172
## 427  Female 75 - 79            EPA No exposure   Direct      BW  0.433461255
## 428    Male 75 - 79            EPA No exposure   Direct      BW  0.617048172
## 429  Female 80 - 84            EPA No exposure   Direct      BW  0.433461255
## 430    Male 80 - 84            EPA No exposure   Direct      BW  0.617048172
## 431  Female     85+            EPA No exposure   Direct      BW  0.433461255
## 432    Male     85+            EPA No exposure   Direct      BW  0.617048172
## 433  Female   0 - 4           Fish No exposure   Direct      BW  0.000000000
## 434    Male   0 - 4           Fish No exposure   Direct      BW  0.000000000
## 435  Female   5 - 9           Fish No exposure   Direct      BW  0.000000000
## 436    Male   5 - 9           Fish No exposure   Direct      BW  0.000000000
## 437  Female 10 - 14           Fish No exposure   Direct      BW  0.000000000
## 438    Male 10 - 14           Fish No exposure   Direct      BW  0.000000000
## 439  Female 15 - 19           Fish No exposure   Direct      BW  0.000000000
## 440    Male 15 - 19           Fish No exposure   Direct      BW  0.000000000
## 441  Female 20 - 24           Fish No exposure   Direct      BW  0.000000000
## 442    Male 20 - 24           Fish No exposure   Direct      BW  0.000000000
## 443  Female 25 - 29           Fish No exposure   Direct      BW  0.000000000
## 444    Male 25 - 29           Fish No exposure   Direct      BW  0.000000000
## 445  Female 30 - 34           Fish No exposure   Direct      BW  0.000000000
## 446    Male 30 - 34           Fish No exposure   Direct      BW  0.000000000
## 447  Female 35 - 39           Fish No exposure   Direct      BW  0.000000000
## 448    Male 35 - 39           Fish No exposure   Direct      BW  0.000000000
## 449  Female 40 - 44           Fish No exposure   Direct      BW  0.000000000
## 450    Male 40 - 44           Fish No exposure   Direct      BW  0.000000000
## 451  Female 45 - 49           Fish No exposure   Direct      BW  0.000000000
## 452    Male 45 - 49           Fish No exposure   Direct      BW  0.000000000
## 453  Female 50 - 54           Fish No exposure   Direct      BW  0.000000000
## 454    Male 50 - 54           Fish No exposure   Direct      BW  0.000000000
## 455  Female 55 - 59           Fish No exposure   Direct      BW  0.000000000
## 456    Male 55 - 59           Fish No exposure   Direct      BW  0.000000000
## 457  Female 60 - 64           Fish No exposure   Direct      BW  0.000000000
## 458    Male 60 - 64           Fish No exposure   Direct      BW  0.000000000
## 459  Female 65 - 69           Fish No exposure   Direct      BW  0.000000000
## 460    Male 65 - 69           Fish No exposure   Direct      BW  0.000000000
## 461  Female 70 - 74           Fish No exposure   Direct      BW  0.000000000
## 462    Male 70 - 74           Fish No exposure   Direct      BW  0.000000000
## 463  Female 75 - 79           Fish No exposure   Direct      BW  0.000000000
## 464    Male 75 - 79           Fish No exposure   Direct      BW  0.000000000
## 465  Female 80 - 84           Fish No exposure   Direct      BW  0.000000000
## 466    Male 80 - 84           Fish No exposure   Direct      BW  0.000000000
## 467  Female     85+           Fish No exposure   Direct      BW  0.000000000
## 468    Male     85+           Fish No exposure   Direct      BW  0.000000000
## 469  Female   0 - 4           MeHg No exposure   Direct      BW  0.000000000
## 470    Male   0 - 4           MeHg No exposure   Direct      BW  0.000000000
## 471  Female   5 - 9           MeHg No exposure   Direct      BW  0.000000000
## 472    Male   5 - 9           MeHg No exposure   Direct      BW  0.000000000
## 473  Female 10 - 14           MeHg No exposure   Direct      BW  0.000000000
## 474    Male 10 - 14           MeHg No exposure   Direct      BW  0.000000000
## 475  Female 15 - 19           MeHg No exposure   Direct      BW  0.000000000
## 476    Male 15 - 19           MeHg No exposure   Direct      BW  0.000000000
## 477  Female 20 - 24           MeHg No exposure   Direct      BW  0.000000000
## 478    Male 20 - 24           MeHg No exposure   Direct      BW  0.000000000
## 479  Female 25 - 29           MeHg No exposure   Direct      BW  0.000000000
## 480    Male 25 - 29           MeHg No exposure   Direct      BW  0.000000000
## 481  Female 30 - 34           MeHg No exposure   Direct      BW  0.000000000
## 482    Male 30 - 34           MeHg No exposure   Direct      BW  0.000000000
## 483  Female 35 - 39           MeHg No exposure   Direct      BW  0.000000000
## 484    Male 35 - 39           MeHg No exposure   Direct      BW  0.000000000
## 485  Female 40 - 44           MeHg No exposure   Direct      BW  0.000000000
## 486    Male 40 - 44           MeHg No exposure   Direct      BW  0.000000000
## 487  Female 45 - 49           MeHg No exposure   Direct      BW  0.000000000
## 488    Male 45 - 49           MeHg No exposure   Direct      BW  0.000000000
## 489  Female 50 - 54           MeHg No exposure   Direct      BW  0.000000000
## 490    Male 50 - 54           MeHg No exposure   Direct      BW  0.000000000
## 491  Female 55 - 59           MeHg No exposure   Direct      BW  0.000000000
## 492    Male 55 - 59           MeHg No exposure   Direct      BW  0.000000000
## 493  Female 60 - 64           MeHg No exposure   Direct      BW  0.000000000
## 494    Male 60 - 64           MeHg No exposure   Direct      BW  0.000000000
## 495  Female 65 - 69           MeHg No exposure   Direct      BW  0.000000000
## 496    Male 65 - 69           MeHg No exposure   Direct      BW  0.000000000
## 497  Female 70 - 74           MeHg No exposure   Direct      BW  0.000000000
## 498    Male 70 - 74           MeHg No exposure   Direct      BW  0.000000000
## 499  Female 75 - 79           MeHg No exposure   Direct      BW  0.000000000
## 500    Male 75 - 79           MeHg No exposure   Direct      BW  0.000000000
## 501  Female 80 - 84           MeHg No exposure   Direct      BW  0.000000000
## 502    Male 80 - 84           MeHg No exposure   Direct      BW  0.000000000
## 503  Female     85+           MeHg No exposure   Direct      BW  0.000000000
## 504    Male     85+           MeHg No exposure   Direct      BW  0.000000000
## 505  Female   0 - 4         Omega3 No exposure   Direct      BW  0.834299777
## 506    Male   0 - 4         Omega3 No exposure   Direct      BW  1.238940446
## 507  Female   5 - 9         Omega3 No exposure   Direct      BW  0.834299777
## 508    Male   5 - 9         Omega3 No exposure   Direct      BW  1.238940446
## 509  Female 10 - 14         Omega3 No exposure   Direct      BW  0.834299777
## 510    Male 10 - 14         Omega3 No exposure   Direct      BW  1.238940446
## 511  Female 15 - 19         Omega3 No exposure   Direct      BW  0.834299777
## 512    Male 15 - 19         Omega3 No exposure   Direct      BW  1.238940446
## 513  Female 20 - 24         Omega3 No exposure   Direct      BW  0.834299777
## 514    Male 20 - 24         Omega3 No exposure   Direct      BW  1.238940446
## 515  Female 25 - 29         Omega3 No exposure   Direct      BW  0.834299777
## 516    Male 25 - 29         Omega3 No exposure   Direct      BW  1.238940446
## 517  Female 30 - 34         Omega3 No exposure   Direct      BW  0.834299777
## 518    Male 30 - 34         Omega3 No exposure   Direct      BW  1.238940446
## 519  Female 35 - 39         Omega3 No exposure   Direct      BW  0.834299777
## 520    Male 35 - 39         Omega3 No exposure   Direct      BW  1.238940446
## 521  Female 40 - 44         Omega3 No exposure   Direct      BW  0.834299777
## 522    Male 40 - 44         Omega3 No exposure   Direct      BW  1.238940446
## 523  Female 45 - 49         Omega3 No exposure   Direct      BW  0.834299777
## 524    Male 45 - 49         Omega3 No exposure   Direct      BW  1.238940446
## 525  Female 50 - 54         Omega3 No exposure   Direct      BW  0.834299777
## 526    Male 50 - 54         Omega3 No exposure   Direct      BW  1.238940446
## 527  Female 55 - 59         Omega3 No exposure   Direct      BW  0.834299777
## 528    Male 55 - 59         Omega3 No exposure   Direct      BW  1.238940446
## 529  Female 60 - 64         Omega3 No exposure   Direct      BW  0.834299777
## 530    Male 60 - 64         Omega3 No exposure   Direct      BW  1.238940446
## 531  Female 65 - 69         Omega3 No exposure   Direct      BW  0.834299777
## 532    Male 65 - 69         Omega3 No exposure   Direct      BW  1.238940446
## 533  Female 70 - 74         Omega3 No exposure   Direct      BW  0.834299777
## 534    Male 70 - 74         Omega3 No exposure   Direct      BW  1.238940446
## 535  Female 75 - 79         Omega3 No exposure   Direct      BW  0.834299777
## 536    Male 75 - 79         Omega3 No exposure   Direct      BW  1.238940446
## 537  Female 80 - 84         Omega3 No exposure   Direct      BW  0.834299777
## 538    Male 80 - 84         Omega3 No exposure   Direct      BW  1.238940446
## 539  Female     85+         Omega3 No exposure   Direct      BW  0.834299777
## 540    Male     85+         Omega3 No exposure   Direct      BW  1.238940446
## 541  Female   0 - 4           PFAS No exposure   Direct      BW  0.000000000
## 542    Male   0 - 4           PFAS No exposure   Direct      BW  0.000000000
## 543  Female   5 - 9           PFAS No exposure   Direct      BW  0.000000000
## 544    Male   5 - 9           PFAS No exposure   Direct      BW  0.000000000
## 545  Female 10 - 14           PFAS No exposure   Direct      BW  0.000000000
## 546    Male 10 - 14           PFAS No exposure   Direct      BW  0.000000000
## 547  Female 15 - 19           PFAS No exposure   Direct      BW  0.000000000
## 548    Male 15 - 19           PFAS No exposure   Direct      BW  0.000000000
## 549  Female 20 - 24           PFAS No exposure   Direct      BW  0.000000000
## 550    Male 20 - 24           PFAS No exposure   Direct      BW  0.000000000
## 551  Female 25 - 29           PFAS No exposure   Direct      BW  0.000000000
## 552    Male 25 - 29           PFAS No exposure   Direct      BW  0.000000000
## 553  Female 30 - 34           PFAS No exposure   Direct      BW  0.000000000
## 554    Male 30 - 34           PFAS No exposure   Direct      BW  0.000000000
## 555  Female 35 - 39           PFAS No exposure   Direct      BW  0.000000000
## 556    Male 35 - 39           PFAS No exposure   Direct      BW  0.000000000
## 557  Female 40 - 44           PFAS No exposure   Direct      BW  0.000000000
## 558    Male 40 - 44           PFAS No exposure   Direct      BW  0.000000000
## 559  Female 45 - 49           PFAS No exposure   Direct      BW  0.000000000
## 560    Male 45 - 49           PFAS No exposure   Direct      BW  0.000000000
## 561  Female 50 - 54           PFAS No exposure   Direct      BW  0.000000000
## 562    Male 50 - 54           PFAS No exposure   Direct      BW  0.000000000
## 563  Female 55 - 59           PFAS No exposure   Direct      BW  0.000000000
## 564    Male 55 - 59           PFAS No exposure   Direct      BW  0.000000000
## 565  Female 60 - 64           PFAS No exposure   Direct      BW  0.000000000
## 566    Male 60 - 64           PFAS No exposure   Direct      BW  0.000000000
## 567  Female 65 - 69           PFAS No exposure   Direct      BW  0.000000000
## 568    Male 65 - 69           PFAS No exposure   Direct      BW  0.000000000
## 569  Female 70 - 74           PFAS No exposure   Direct      BW  0.000000000
## 570    Male 70 - 74           PFAS No exposure   Direct      BW  0.000000000
## 571  Female 75 - 79           PFAS No exposure   Direct      BW  0.000000000
## 572    Male 75 - 79           PFAS No exposure   Direct      BW  0.000000000
## 573  Female 80 - 84           PFAS No exposure   Direct      BW  0.000000000
## 574    Male 80 - 84           PFAS No exposure   Direct      BW  0.000000000
## 575  Female     85+           PFAS No exposure   Direct      BW  0.000000000
## 576    Male     85+           PFAS No exposure   Direct      BW  0.000000000
## 577  Female   0 - 4            TEQ No exposure   Direct      BW  0.000000000
## 578    Male   0 - 4            TEQ No exposure   Direct      BW  0.000000000
## 579  Female   5 - 9            TEQ No exposure   Direct      BW  0.000000000
## 580    Male   5 - 9            TEQ No exposure   Direct      BW  0.000000000
## 581  Female 10 - 14            TEQ No exposure   Direct      BW  0.000000000
## 582    Male 10 - 14            TEQ No exposure   Direct      BW  0.000000000
## 583  Female 15 - 19            TEQ No exposure   Direct      BW  0.000000000
## 584    Male 15 - 19            TEQ No exposure   Direct      BW  0.000000000
## 585  Female 20 - 24            TEQ No exposure   Direct      BW  0.000000000
## 586    Male 20 - 24            TEQ No exposure   Direct      BW  0.000000000
## 587  Female 25 - 29            TEQ No exposure   Direct      BW  0.000000000
## 588    Male 25 - 29            TEQ No exposure   Direct      BW  0.000000000
## 589  Female 30 - 34            TEQ No exposure   Direct      BW  0.000000000
## 590    Male 30 - 34            TEQ No exposure   Direct      BW  0.000000000
## 591  Female 35 - 39            TEQ No exposure   Direct      BW  0.000000000
## 592    Male 35 - 39            TEQ No exposure   Direct      BW  0.000000000
## 593  Female 40 - 44            TEQ No exposure   Direct      BW  0.000000000
## 594    Male 40 - 44            TEQ No exposure   Direct      BW  0.000000000
## 595  Female 45 - 49            TEQ No exposure   Direct      BW  0.000000000
## 596    Male 45 - 49            TEQ No exposure   Direct      BW  0.000000000
## 597  Female 50 - 54            TEQ No exposure   Direct      BW  0.000000000
## 598    Male 50 - 54            TEQ No exposure   Direct      BW  0.000000000
## 599  Female 55 - 59            TEQ No exposure   Direct      BW  0.000000000
## 600    Male 55 - 59            TEQ No exposure   Direct      BW  0.000000000
## 601  Female 60 - 64            TEQ No exposure   Direct      BW  0.000000000
## 602    Male 60 - 64            TEQ No exposure   Direct      BW  0.000000000
## 603  Female 65 - 69            TEQ No exposure   Direct      BW  0.000000000
## 604    Male 65 - 69            TEQ No exposure   Direct      BW  0.000000000
## 605  Female 70 - 74            TEQ No exposure   Direct      BW  0.000000000
## 606    Male 70 - 74            TEQ No exposure   Direct      BW  0.000000000
## 607  Female 75 - 79            TEQ No exposure   Direct      BW  0.000000000
## 608    Male 75 - 79            TEQ No exposure   Direct      BW  0.000000000
## 609  Female 80 - 84            TEQ No exposure   Direct      BW  0.000000000
## 610    Male 80 - 84            TEQ No exposure   Direct      BW  0.000000000
## 611  Female     85+            TEQ No exposure   Direct      BW  0.000000000
## 612    Male     85+            TEQ No exposure   Direct      BW  0.000000000
## 613  Female   0 - 4      Vitamin D No exposure   Direct      BW  0.039957513
## 614    Male   0 - 4      Vitamin D No exposure   Direct      BW  0.065329770
## 615  Female   5 - 9      Vitamin D No exposure   Direct      BW  0.039957513
## 616    Male   5 - 9      Vitamin D No exposure   Direct      BW  0.065329770
## 617  Female 10 - 14      Vitamin D No exposure   Direct      BW  0.039957513
## 618    Male 10 - 14      Vitamin D No exposure   Direct      BW  0.065329770
## 619  Female 15 - 19      Vitamin D No exposure   Direct      BW  0.039957513
## 620    Male 15 - 19      Vitamin D No exposure   Direct      BW  0.065329770
## 621  Female 20 - 24      Vitamin D No exposure   Direct      BW  0.039957513
## 622    Male 20 - 24      Vitamin D No exposure   Direct      BW  0.065329770
## 623  Female 25 - 29      Vitamin D No exposure   Direct      BW  0.039957513
## 624    Male 25 - 29      Vitamin D No exposure   Direct      BW  0.065329770
## 625  Female 30 - 34      Vitamin D No exposure   Direct      BW  0.039957513
## 626    Male 30 - 34      Vitamin D No exposure   Direct      BW  0.065329770
## 627  Female 35 - 39      Vitamin D No exposure   Direct      BW  0.039957513
## 628    Male 35 - 39      Vitamin D No exposure   Direct      BW  0.065329770
## 629  Female 40 - 44      Vitamin D No exposure   Direct      BW  0.039957513
## 630    Male 40 - 44      Vitamin D No exposure   Direct      BW  0.065329770
## 631  Female 45 - 49      Vitamin D No exposure   Direct      BW  0.039957513
## 632    Male 45 - 49      Vitamin D No exposure   Direct      BW  0.065329770
## 633  Female 50 - 54      Vitamin D No exposure   Direct      BW  0.039957513
## 634    Male 50 - 54      Vitamin D No exposure   Direct      BW  0.065329770
## 635  Female 55 - 59      Vitamin D No exposure   Direct      BW  0.039957513
## 636    Male 55 - 59      Vitamin D No exposure   Direct      BW  0.065329770
## 637  Female 60 - 64      Vitamin D No exposure   Direct      BW  0.039957513
## 638    Male 60 - 64      Vitamin D No exposure   Direct      BW  0.065329770
## 639  Female 65 - 69      Vitamin D No exposure   Direct      BW  0.039957513
## 640    Male 65 - 69      Vitamin D No exposure   Direct      BW  0.065329770
## 641  Female 70 - 74      Vitamin D No exposure   Direct      BW  0.039957513
## 642    Male 70 - 74      Vitamin D No exposure   Direct      BW  0.065329770
## 643  Female 75 - 79      Vitamin D No exposure   Direct      BW  0.039957513
## 644    Male 75 - 79      Vitamin D No exposure   Direct      BW  0.065329770
## 645  Female 80 - 84      Vitamin D No exposure   Direct      BW  0.039957513
## 646    Male 80 - 84      Vitamin D No exposure   Direct      BW  0.065329770
## 647  Female     85+      Vitamin D No exposure   Direct      BW  0.039957513
## 648    Male     85+      Vitamin D No exposure   Direct      BW  0.065329770
## 649  Female   0 - 4           MeHg         BAU To child      BW  0.009054135
## 650    Male   0 - 4           MeHg         BAU To child      BW  0.009054135
## 651  Female   0 - 4           PFAS         BAU To child      BW  0.234166331
## 652    Male   0 - 4           PFAS         BAU To child      BW  0.234166331
## 653  Female   0 - 4            TEQ         BAU To child      BW  0.173209435
## 654    Male   0 - 4            TEQ         BAU To child      BW  0.173209435
## 655  Female   0 - 4           MeHg No exposure To child      BW  0.000000000
## 656    Male   0 - 4           MeHg No exposure To child      BW  0.000000000
## 657  Female   0 - 4           PFAS No exposure To child      BW  0.000000000
## 658    Male   0 - 4           PFAS No exposure To child      BW  0.000000000
## 659  Female   0 - 4            TEQ No exposure To child      BW  0.000000000
## 660    Male   0 - 4            TEQ No exposure To child      BW  0.000000000
## 661  Female   0 - 4            ALA         BAU   Direct   Log10         -Inf
## 662    Male   0 - 4            ALA         BAU   Direct   Log10         -Inf
## 663  Female   5 - 9            ALA         BAU   Direct   Log10         -Inf
## 664    Male   5 - 9            ALA         BAU   Direct   Log10         -Inf
## 665  Female 10 - 14            ALA         BAU   Direct   Log10         -Inf
## 666    Male 10 - 14            ALA         BAU   Direct   Log10         -Inf
## 667  Female 15 - 19            ALA         BAU   Direct   Log10         -Inf
## 668    Male 15 - 19            ALA         BAU   Direct   Log10         -Inf
## 669  Female 20 - 24            ALA         BAU   Direct   Log10         -Inf
## 670    Male 20 - 24            ALA         BAU   Direct   Log10         -Inf
## 671  Female 25 - 29            ALA         BAU   Direct   Log10         -Inf
## 672    Male 25 - 29            ALA         BAU   Direct   Log10         -Inf
## 673  Female 30 - 34            ALA         BAU   Direct   Log10         -Inf
## 674    Male 30 - 34            ALA         BAU   Direct   Log10         -Inf
## 675  Female 35 - 39            ALA         BAU   Direct   Log10         -Inf
## 676    Male 35 - 39            ALA         BAU   Direct   Log10         -Inf
## 677  Female 40 - 44            ALA         BAU   Direct   Log10         -Inf
## 678    Male 40 - 44            ALA         BAU   Direct   Log10         -Inf
## 679  Female 45 - 49            ALA         BAU   Direct   Log10         -Inf
## 680    Male 45 - 49            ALA         BAU   Direct   Log10         -Inf
## 681  Female 50 - 54            ALA         BAU   Direct   Log10         -Inf
## 682    Male 50 - 54            ALA         BAU   Direct   Log10         -Inf
## 683  Female 55 - 59            ALA         BAU   Direct   Log10         -Inf
## 684    Male 55 - 59            ALA         BAU   Direct   Log10         -Inf
## 685  Female 60 - 64            ALA         BAU   Direct   Log10         -Inf
## 686    Male 60 - 64            ALA         BAU   Direct   Log10         -Inf
## 687  Female 65 - 69            ALA         BAU   Direct   Log10         -Inf
## 688    Male 65 - 69            ALA         BAU   Direct   Log10         -Inf
## 689  Female 70 - 74            ALA         BAU   Direct   Log10         -Inf
## 690    Male 70 - 74            ALA         BAU   Direct   Log10         -Inf
## 691  Female 75 - 79            ALA         BAU   Direct   Log10         -Inf
## 692    Male 75 - 79            ALA         BAU   Direct   Log10         -Inf
## 693  Female 80 - 84            ALA         BAU   Direct   Log10         -Inf
## 694    Male 80 - 84            ALA         BAU   Direct   Log10         -Inf
## 695  Female     85+            ALA         BAU   Direct   Log10         -Inf
## 696    Male     85+            ALA         BAU   Direct   Log10         -Inf
## 697  Female   0 - 4            DHA         BAU   Direct   Log10  1.576568198
## 698    Male   0 - 4            DHA         BAU   Direct   Log10  1.707137381
## 699  Female   5 - 9            DHA         BAU   Direct   Log10  1.753803678
## 700    Male   5 - 9            DHA         BAU   Direct   Log10  1.881957532
## 701  Female 10 - 14            DHA         BAU   Direct   Log10  1.797684757
## 702    Male 10 - 14            DHA         BAU   Direct   Log10  1.934426764
## 703  Female 15 - 19            DHA         BAU   Direct   Log10  1.797684757
## 704    Male 15 - 19            DHA         BAU   Direct   Log10  1.934426764
## 705  Female 20 - 24            DHA         BAU   Direct   Log10  1.837979217
## 706    Male 20 - 24            DHA         BAU   Direct   Log10  1.972585027
## 707  Female 25 - 29            DHA         BAU   Direct   Log10  1.837979217
## 708    Male 25 - 29            DHA         BAU   Direct   Log10  1.972585027
## 709  Female 30 - 34            DHA         BAU   Direct   Log10  1.837979217
## 710    Male 30 - 34            DHA         BAU   Direct   Log10  1.972585027
## 711  Female 35 - 39            DHA         BAU   Direct   Log10  1.837979217
## 712    Male 35 - 39            DHA         BAU   Direct   Log10  1.972585027
## 713  Female 40 - 44            DHA         BAU   Direct   Log10  1.837979217
## 714    Male 40 - 44            DHA         BAU   Direct   Log10  1.972585027
## 715  Female 45 - 49            DHA         BAU   Direct   Log10  1.837979217
## 716    Male 45 - 49            DHA         BAU   Direct   Log10  1.972585027
## 717  Female 50 - 54            DHA         BAU   Direct   Log10  1.837979217
## 718    Male 50 - 54            DHA         BAU   Direct   Log10  1.972585027
## 719  Female 55 - 59            DHA         BAU   Direct   Log10  1.837979217
## 720    Male 55 - 59            DHA         BAU   Direct   Log10  1.972585027
## 721  Female 60 - 64            DHA         BAU   Direct   Log10  1.837979217
## 722    Male 60 - 64            DHA         BAU   Direct   Log10  1.972585027
## 723  Female 65 - 69            DHA         BAU   Direct   Log10  1.927177935
## 724    Male 65 - 69            DHA         BAU   Direct   Log10  2.064489906
## 725  Female 70 - 74            DHA         BAU   Direct   Log10  1.927177935
## 726    Male 70 - 74            DHA         BAU   Direct   Log10  2.064489906
## 727  Female 75 - 79            DHA         BAU   Direct   Log10  1.927177935
## 728    Male 75 - 79            DHA         BAU   Direct   Log10  2.064489906
## 729  Female 80 - 84            DHA         BAU   Direct   Log10  1.927177935
## 730    Male 80 - 84            DHA         BAU   Direct   Log10  2.064489906
## 731  Female     85+            DHA         BAU   Direct   Log10  1.927177935
## 732    Male     85+            DHA         BAU   Direct   Log10  2.064489906
## 733  Female   0 - 4            EPA         BAU   Direct   Log10  1.355583510
## 734    Male   0 - 4            EPA         BAU   Direct   Log10  1.481337788
## 735  Female   5 - 9            EPA         BAU   Direct   Log10  1.355583510
## 736    Male   5 - 9            EPA         BAU   Direct   Log10  1.481337788
## 737  Female 10 - 14            EPA         BAU   Direct   Log10  1.355583510
## 738    Male 10 - 14            EPA         BAU   Direct   Log10  1.481337788
## 739  Female 15 - 19            EPA         BAU   Direct   Log10  1.355583510
## 740    Male 15 - 19            EPA         BAU   Direct   Log10  1.481337788
## 741  Female 20 - 24            EPA         BAU   Direct   Log10  1.355583510
## 742    Male 20 - 24            EPA         BAU   Direct   Log10  1.481337788
## 743  Female 25 - 29            EPA         BAU   Direct   Log10  1.355583510
## 744    Male 25 - 29            EPA         BAU   Direct   Log10  1.481337788
## 745  Female 30 - 34            EPA         BAU   Direct   Log10  1.355583510
## 746    Male 30 - 34            EPA         BAU   Direct   Log10  1.481337788
## 747  Female 35 - 39            EPA         BAU   Direct   Log10  1.355583510
## 748    Male 35 - 39            EPA         BAU   Direct   Log10  1.481337788
## 749  Female 40 - 44            EPA         BAU   Direct   Log10  1.355583510
## 750    Male 40 - 44            EPA         BAU   Direct   Log10  1.481337788
## 751  Female 45 - 49            EPA         BAU   Direct   Log10  1.355583510
## 752    Male 45 - 49            EPA         BAU   Direct   Log10  1.481337788
## 753  Female 50 - 54            EPA         BAU   Direct   Log10  1.355583510
## 754    Male 50 - 54            EPA         BAU   Direct   Log10  1.481337788
## 755  Female 55 - 59            EPA         BAU   Direct   Log10  1.355583510
## 756    Male 55 - 59            EPA         BAU   Direct   Log10  1.481337788
## 757  Female 60 - 64            EPA         BAU   Direct   Log10  1.355583510
## 758    Male 60 - 64            EPA         BAU   Direct   Log10  1.481337788
## 759  Female 65 - 69            EPA         BAU   Direct   Log10  1.355583510
## 760    Male 65 - 69            EPA         BAU   Direct   Log10  1.481337788
## 761  Female 70 - 74            EPA         BAU   Direct   Log10  1.355583510
## 762    Male 70 - 74            EPA         BAU   Direct   Log10  1.481337788
## 763  Female 75 - 79            EPA         BAU   Direct   Log10  1.355583510
## 764    Male 75 - 79            EPA         BAU   Direct   Log10  1.481337788
## 765  Female 80 - 84            EPA         BAU   Direct   Log10  1.355583510
## 766    Male 80 - 84            EPA         BAU   Direct   Log10  1.481337788
## 767  Female     85+            EPA         BAU   Direct   Log10  1.355583510
## 768    Male     85+            EPA         BAU   Direct   Log10  1.481337788
## 769  Female   0 - 4           Fish         BAU   Direct   Log10         -Inf
## 770    Male   0 - 4           Fish         BAU   Direct   Log10         -Inf
## 771  Female   5 - 9           Fish         BAU   Direct   Log10         -Inf
## 772    Male   5 - 9           Fish         BAU   Direct   Log10         -Inf
## 773  Female 10 - 14           Fish         BAU   Direct   Log10         -Inf
## 774    Male 10 - 14           Fish         BAU   Direct   Log10         -Inf
## 775  Female 15 - 19           Fish         BAU   Direct   Log10         -Inf
## 776    Male 15 - 19           Fish         BAU   Direct   Log10         -Inf
## 777  Female 20 - 24           Fish         BAU   Direct   Log10         -Inf
## 778    Male 20 - 24           Fish         BAU   Direct   Log10         -Inf
## 779  Female 25 - 29           Fish         BAU   Direct   Log10         -Inf
## 780    Male 25 - 29           Fish         BAU   Direct   Log10         -Inf
## 781  Female 30 - 34           Fish         BAU   Direct   Log10         -Inf
## 782    Male 30 - 34           Fish         BAU   Direct   Log10         -Inf
## 783  Female 35 - 39           Fish         BAU   Direct   Log10         -Inf
## 784    Male 35 - 39           Fish         BAU   Direct   Log10         -Inf
## 785  Female 40 - 44           Fish         BAU   Direct   Log10         -Inf
## 786    Male 40 - 44           Fish         BAU   Direct   Log10         -Inf
## 787  Female 45 - 49           Fish         BAU   Direct   Log10         -Inf
## 788    Male 45 - 49           Fish         BAU   Direct   Log10         -Inf
## 789  Female 50 - 54           Fish         BAU   Direct   Log10         -Inf
## 790    Male 50 - 54           Fish         BAU   Direct   Log10         -Inf
## 791  Female 55 - 59           Fish         BAU   Direct   Log10         -Inf
## 792    Male 55 - 59           Fish         BAU   Direct   Log10         -Inf
## 793  Female 60 - 64           Fish         BAU   Direct   Log10         -Inf
## 794    Male 60 - 64           Fish         BAU   Direct   Log10         -Inf
## 795  Female 65 - 69           Fish         BAU   Direct   Log10         -Inf
## 796    Male 65 - 69           Fish         BAU   Direct   Log10         -Inf
## 797  Female 70 - 74           Fish         BAU   Direct   Log10         -Inf
## 798    Male 70 - 74           Fish         BAU   Direct   Log10         -Inf
## 799  Female 75 - 79           Fish         BAU   Direct   Log10         -Inf
## 800    Male 75 - 79           Fish         BAU   Direct   Log10         -Inf
## 801  Female 80 - 84           Fish         BAU   Direct   Log10         -Inf
## 802    Male 80 - 84           Fish         BAU   Direct   Log10         -Inf
## 803  Female     85+           Fish         BAU   Direct   Log10         -Inf
## 804    Male     85+           Fish         BAU   Direct   Log10         -Inf
## 805  Female   0 - 4           MeHg         BAU   Direct   Log10         -Inf
## 806    Male   0 - 4           MeHg         BAU   Direct   Log10         -Inf
## 807  Female   5 - 9           MeHg         BAU   Direct   Log10         -Inf
## 808    Male   5 - 9           MeHg         BAU   Direct   Log10         -Inf
## 809  Female 10 - 14           MeHg         BAU   Direct   Log10         -Inf
## 810    Male 10 - 14           MeHg         BAU   Direct   Log10         -Inf
## 811  Female 15 - 19           MeHg         BAU   Direct   Log10         -Inf
## 812    Male 15 - 19           MeHg         BAU   Direct   Log10         -Inf
## 813  Female 20 - 24           MeHg         BAU   Direct   Log10         -Inf
## 814    Male 20 - 24           MeHg         BAU   Direct   Log10         -Inf
## 815  Female 25 - 29           MeHg         BAU   Direct   Log10         -Inf
## 816    Male 25 - 29           MeHg         BAU   Direct   Log10         -Inf
## 817  Female 30 - 34           MeHg         BAU   Direct   Log10         -Inf
## 818    Male 30 - 34           MeHg         BAU   Direct   Log10         -Inf
## 819  Female 35 - 39           MeHg         BAU   Direct   Log10         -Inf
## 820    Male 35 - 39           MeHg         BAU   Direct   Log10         -Inf
## 821  Female 40 - 44           MeHg         BAU   Direct   Log10         -Inf
## 822    Male 40 - 44           MeHg         BAU   Direct   Log10         -Inf
## 823  Female 45 - 49           MeHg         BAU   Direct   Log10         -Inf
## 824    Male 45 - 49           MeHg         BAU   Direct   Log10         -Inf
## 825  Female 50 - 54           MeHg         BAU   Direct   Log10         -Inf
## 826    Male 50 - 54           MeHg         BAU   Direct   Log10         -Inf
## 827  Female 55 - 59           MeHg         BAU   Direct   Log10         -Inf
## 828    Male 55 - 59           MeHg         BAU   Direct   Log10         -Inf
## 829  Female 60 - 64           MeHg         BAU   Direct   Log10         -Inf
## 830    Male 60 - 64           MeHg         BAU   Direct   Log10         -Inf
## 831  Female 65 - 69           MeHg         BAU   Direct   Log10         -Inf
## 832    Male 65 - 69           MeHg         BAU   Direct   Log10         -Inf
## 833  Female 70 - 74           MeHg         BAU   Direct   Log10         -Inf
## 834    Male 70 - 74           MeHg         BAU   Direct   Log10         -Inf
## 835  Female 75 - 79           MeHg         BAU   Direct   Log10         -Inf
## 836    Male 75 - 79           MeHg         BAU   Direct   Log10         -Inf
## 837  Female 80 - 84           MeHg         BAU   Direct   Log10         -Inf
## 838    Male 80 - 84           MeHg         BAU   Direct   Log10         -Inf
## 839  Female     85+           MeHg         BAU   Direct   Log10         -Inf
## 840    Male     85+           MeHg         BAU   Direct   Log10         -Inf
## 841  Female   0 - 4         Omega3         BAU   Direct   Log10  1.895414326
## 842    Male   0 - 4         Omega3         BAU   Direct   Log10  2.067926541
## 843  Female   5 - 9         Omega3         BAU   Direct   Log10  2.091027370
## 844    Male   5 - 9         Omega3         BAU   Direct   Log10  2.256414457
## 845  Female 10 - 14         Omega3         BAU   Direct   Log10  2.152366557
## 846    Male 10 - 14         Omega3         BAU   Direct   Log10  2.320620061
## 847  Female 15 - 19         Omega3         BAU   Direct   Log10  2.152366557
## 848    Male 15 - 19         Omega3         BAU   Direct   Log10  2.320620061
## 849  Female 20 - 24         Omega3         BAU   Direct   Log10  2.191272119
## 850    Male 20 - 24         Omega3         BAU   Direct   Log10  2.358870093
## 851  Female 25 - 29         Omega3         BAU   Direct   Log10  2.191272119
## 852    Male 25 - 29         Omega3         BAU   Direct   Log10  2.358870093
## 853  Female 30 - 34         Omega3         BAU   Direct   Log10  2.191272119
## 854    Male 30 - 34         Omega3         BAU   Direct   Log10  2.358870093
## 855  Female 35 - 39         Omega3         BAU   Direct   Log10  2.191272119
## 856    Male 35 - 39         Omega3         BAU   Direct   Log10  2.358870093
## 857  Female 40 - 44         Omega3         BAU   Direct   Log10  2.191272119
## 858    Male 40 - 44         Omega3         BAU   Direct   Log10  2.358870093
## 859  Female 45 - 49         Omega3         BAU   Direct   Log10  2.191272119
## 860    Male 45 - 49         Omega3         BAU   Direct   Log10  2.358870093
## 861  Female 50 - 54         Omega3         BAU   Direct   Log10  2.191272119
## 862    Male 50 - 54         Omega3         BAU   Direct   Log10  2.358870093
## 863  Female 55 - 59         Omega3         BAU   Direct   Log10  2.191272119
## 864    Male 55 - 59         Omega3         BAU   Direct   Log10  2.358870093
## 865  Female 60 - 64         Omega3         BAU   Direct   Log10  2.191272119
## 866    Male 60 - 64         Omega3         BAU   Direct   Log10  2.358870093
## 867  Female 65 - 69         Omega3         BAU   Direct   Log10  2.299186710
## 868    Male 65 - 69         Omega3         BAU   Direct   Log10  2.438117452
## 869  Female 70 - 74         Omega3         BAU   Direct   Log10  2.299186710
## 870    Male 70 - 74         Omega3         BAU   Direct   Log10  2.438117452
## 871  Female 75 - 79         Omega3         BAU   Direct   Log10  2.299186710
## 872    Male 75 - 79         Omega3         BAU   Direct   Log10  2.438117452
## 873  Female 80 - 84         Omega3         BAU   Direct   Log10  2.299186710
## 874    Male 80 - 84         Omega3         BAU   Direct   Log10  2.438117452
## 875  Female     85+         Omega3         BAU   Direct   Log10  2.299186710
## 876    Male     85+         Omega3         BAU   Direct   Log10  2.438117452
## 877  Female   0 - 4           PFAS         BAU   Direct   Log10         -Inf
## 878    Male   0 - 4           PFAS         BAU   Direct   Log10         -Inf
## 879  Female   5 - 9           PFAS         BAU   Direct   Log10         -Inf
## 880    Male   5 - 9           PFAS         BAU   Direct   Log10         -Inf
## 881  Female 10 - 14           PFAS         BAU   Direct   Log10         -Inf
## 882    Male 10 - 14           PFAS         BAU   Direct   Log10         -Inf
## 883  Female 15 - 19           PFAS         BAU   Direct   Log10         -Inf
## 884    Male 15 - 19           PFAS         BAU   Direct   Log10         -Inf
## 885  Female 20 - 24           PFAS         BAU   Direct   Log10         -Inf
## 886    Male 20 - 24           PFAS         BAU   Direct   Log10         -Inf
## 887  Female 25 - 29           PFAS         BAU   Direct   Log10         -Inf
## 888    Male 25 - 29           PFAS         BAU   Direct   Log10         -Inf
## 889  Female 30 - 34           PFAS         BAU   Direct   Log10         -Inf
## 890    Male 30 - 34           PFAS         BAU   Direct   Log10         -Inf
## 891  Female 35 - 39           PFAS         BAU   Direct   Log10         -Inf
## 892    Male 35 - 39           PFAS         BAU   Direct   Log10         -Inf
## 893  Female 40 - 44           PFAS         BAU   Direct   Log10         -Inf
## 894    Male 40 - 44           PFAS         BAU   Direct   Log10         -Inf
## 895  Female 45 - 49           PFAS         BAU   Direct   Log10         -Inf
## 896    Male 45 - 49           PFAS         BAU   Direct   Log10         -Inf
## 897  Female 50 - 54           PFAS         BAU   Direct   Log10         -Inf
## 898    Male 50 - 54           PFAS         BAU   Direct   Log10         -Inf
## 899  Female 55 - 59           PFAS         BAU   Direct   Log10         -Inf
## 900    Male 55 - 59           PFAS         BAU   Direct   Log10         -Inf
## 901  Female 60 - 64           PFAS         BAU   Direct   Log10         -Inf
## 902    Male 60 - 64           PFAS         BAU   Direct   Log10         -Inf
## 903  Female 65 - 69           PFAS         BAU   Direct   Log10         -Inf
## 904    Male 65 - 69           PFAS         BAU   Direct   Log10         -Inf
## 905  Female 70 - 74           PFAS         BAU   Direct   Log10         -Inf
## 906    Male 70 - 74           PFAS         BAU   Direct   Log10         -Inf
## 907  Female 75 - 79           PFAS         BAU   Direct   Log10         -Inf
## 908    Male 75 - 79           PFAS         BAU   Direct   Log10         -Inf
## 909  Female 80 - 84           PFAS         BAU   Direct   Log10         -Inf
## 910    Male 80 - 84           PFAS         BAU   Direct   Log10         -Inf
## 911  Female     85+           PFAS         BAU   Direct   Log10         -Inf
## 912    Male     85+           PFAS         BAU   Direct   Log10         -Inf
## 913  Female   0 - 4            TEQ         BAU   Direct   Log10         -Inf
## 914    Male   0 - 4            TEQ         BAU   Direct   Log10         -Inf
## 915  Female   5 - 9            TEQ         BAU   Direct   Log10         -Inf
## 916    Male   5 - 9            TEQ         BAU   Direct   Log10         -Inf
## 917  Female 10 - 14            TEQ         BAU   Direct   Log10         -Inf
## 918    Male 10 - 14            TEQ         BAU   Direct   Log10         -Inf
## 919  Female 15 - 19            TEQ         BAU   Direct   Log10         -Inf
## 920    Male 15 - 19            TEQ         BAU   Direct   Log10         -Inf
## 921  Female 20 - 24            TEQ         BAU   Direct   Log10         -Inf
## 922    Male 20 - 24            TEQ         BAU   Direct   Log10         -Inf
## 923  Female 25 - 29            TEQ         BAU   Direct   Log10         -Inf
## 924    Male 25 - 29            TEQ         BAU   Direct   Log10         -Inf
## 925  Female 30 - 34            TEQ         BAU   Direct   Log10         -Inf
## 926    Male 30 - 34            TEQ         BAU   Direct   Log10         -Inf
## 927  Female 35 - 39            TEQ         BAU   Direct   Log10         -Inf
## 928    Male 35 - 39            TEQ         BAU   Direct   Log10         -Inf
## 929  Female 40 - 44            TEQ         BAU   Direct   Log10         -Inf
## 930    Male 40 - 44            TEQ         BAU   Direct   Log10         -Inf
## 931  Female 45 - 49            TEQ         BAU   Direct   Log10         -Inf
## 932    Male 45 - 49            TEQ         BAU   Direct   Log10         -Inf
## 933  Female 50 - 54            TEQ         BAU   Direct   Log10         -Inf
## 934    Male 50 - 54            TEQ         BAU   Direct   Log10         -Inf
## 935  Female 55 - 59            TEQ         BAU   Direct   Log10         -Inf
## 936    Male 55 - 59            TEQ         BAU   Direct   Log10         -Inf
## 937  Female 60 - 64            TEQ         BAU   Direct   Log10         -Inf
## 938    Male 60 - 64            TEQ         BAU   Direct   Log10         -Inf
## 939  Female 65 - 69            TEQ         BAU   Direct   Log10         -Inf
## 940    Male 65 - 69            TEQ         BAU   Direct   Log10         -Inf
## 941  Female 70 - 74            TEQ         BAU   Direct   Log10         -Inf
## 942    Male 70 - 74            TEQ         BAU   Direct   Log10         -Inf
## 943  Female 75 - 79            TEQ         BAU   Direct   Log10         -Inf
## 944    Male 75 - 79            TEQ         BAU   Direct   Log10         -Inf
## 945  Female 80 - 84            TEQ         BAU   Direct   Log10         -Inf
## 946    Male 80 - 84            TEQ         BAU   Direct   Log10         -Inf
## 947  Female     85+            TEQ         BAU   Direct   Log10         -Inf
## 948    Male     85+            TEQ         BAU   Direct   Log10         -Inf
## 949  Female   0 - 4      Vitamin D         BAU   Direct   Log10  0.403605626
## 950    Male   0 - 4      Vitamin D         BAU   Direct   Log10  0.621442768
## 951  Female   5 - 9      Vitamin D         BAU   Direct   Log10  0.532579329
## 952    Male   5 - 9      Vitamin D         BAU   Direct   Log10  0.724237093
## 953  Female 10 - 14      Vitamin D         BAU   Direct   Log10  0.538079401
## 954    Male 10 - 14      Vitamin D         BAU   Direct   Log10  0.734722309
## 955  Female 15 - 19      Vitamin D         BAU   Direct   Log10  0.538079401
## 956    Male 15 - 19      Vitamin D         BAU   Direct   Log10  0.734722309
## 957  Female 20 - 24      Vitamin D         BAU   Direct   Log10  0.584841621
## 958    Male 20 - 24      Vitamin D         BAU   Direct   Log10  0.786950870
## 959  Female 25 - 29      Vitamin D         BAU   Direct   Log10  0.584841621
## 960    Male 25 - 29      Vitamin D         BAU   Direct   Log10  0.786950870
## 961  Female 30 - 34      Vitamin D         BAU   Direct   Log10  0.584841621
## 962    Male 30 - 34      Vitamin D         BAU   Direct   Log10  0.786950870
## 963  Female 35 - 39      Vitamin D         BAU   Direct   Log10  0.584841621
## 964    Male 35 - 39      Vitamin D         BAU   Direct   Log10  0.786950870
## 965  Female 40 - 44      Vitamin D         BAU   Direct   Log10  0.584841621
## 966    Male 40 - 44      Vitamin D         BAU   Direct   Log10  0.786950870
## 967  Female 45 - 49      Vitamin D         BAU   Direct   Log10  0.584841621
## 968    Male 45 - 49      Vitamin D         BAU   Direct   Log10  0.786950870
## 969  Female 50 - 54      Vitamin D         BAU   Direct   Log10  0.584841621
## 970    Male 50 - 54      Vitamin D         BAU   Direct   Log10  0.786950870
## 971  Female 55 - 59      Vitamin D         BAU   Direct   Log10  0.584841621
## 972    Male 55 - 59      Vitamin D         BAU   Direct   Log10  0.786950870
## 973  Female 60 - 64      Vitamin D         BAU   Direct   Log10  0.584841621
## 974    Male 60 - 64      Vitamin D         BAU   Direct   Log10  0.786950870
## 975  Female 65 - 69      Vitamin D         BAU   Direct   Log10  0.620872866
## 976    Male 65 - 69      Vitamin D         BAU   Direct   Log10  0.823438715
## 977  Female 70 - 74      Vitamin D         BAU   Direct   Log10  0.620872866
## 978    Male 70 - 74      Vitamin D         BAU   Direct   Log10  0.823438715
## 979  Female 75 - 79      Vitamin D         BAU   Direct   Log10  0.620872866
## 980    Male 75 - 79      Vitamin D         BAU   Direct   Log10  0.823438715
## 981  Female 80 - 84      Vitamin D         BAU   Direct   Log10  0.620872866
## 982    Male 80 - 84      Vitamin D         BAU   Direct   Log10  0.823438715
## 983  Female     85+      Vitamin D         BAU   Direct   Log10  0.620872866
## 984    Male     85+      Vitamin D         BAU   Direct   Log10  0.823438715
## 985  Female   0 - 4            ALA No exposure   Direct   Log10         -Inf
## 986    Male   0 - 4            ALA No exposure   Direct   Log10         -Inf
## 987  Female   5 - 9            ALA No exposure   Direct   Log10         -Inf
## 988    Male   5 - 9            ALA No exposure   Direct   Log10         -Inf
## 989  Female 10 - 14            ALA No exposure   Direct   Log10         -Inf
## 990    Male 10 - 14            ALA No exposure   Direct   Log10         -Inf
## 991  Female 15 - 19            ALA No exposure   Direct   Log10         -Inf
## 992    Male 15 - 19            ALA No exposure   Direct   Log10         -Inf
## 993  Female 20 - 24            ALA No exposure   Direct   Log10         -Inf
## 994    Male 20 - 24            ALA No exposure   Direct   Log10         -Inf
## 995  Female 25 - 29            ALA No exposure   Direct   Log10         -Inf
## 996    Male 25 - 29            ALA No exposure   Direct   Log10         -Inf
## 997  Female 30 - 34            ALA No exposure   Direct   Log10         -Inf
## 998    Male 30 - 34            ALA No exposure   Direct   Log10         -Inf
## 999  Female 35 - 39            ALA No exposure   Direct   Log10         -Inf
## 1000   Male 35 - 39            ALA No exposure   Direct   Log10         -Inf
oprint(summary(ERF,"mean"))
##    Exposure_agent                  Response   ER_function Scaling Observation
## 1            Fish       All-cause mortality            RR    None         ERF
## 2          Omega3             Breast cancer            RR    None         ERF
## 3            Fish                Depression            RR    None         ERF
## 4             DHA Loss in child's IQ points           ERS    None         ERF
## 5            MeHg Loss in child's IQ points           ERS    None         ERF
## 6             TEQ       Sperm concentration           ERS    None         ERF
## 7             TEQ   Yes or no dental defect           ERS    None         ERF
## 8          Omega3            CHD2 mortality Relative Hill    None         ERF
## 9       Vitamin D  Vitamin D recommendation          Step    None         ERF
## 10           PFAS         Immunosuppression           ERS      BW         ERF
## 11            TEQ   Cancer morbidity yearly           CSF      BW         ERF
## 12           Fish       All-cause mortality            RR    None   Threshold
## 13         Omega3             Breast cancer            RR    None   Threshold
## 14           Fish                Depression            RR    None   Threshold
## 15            DHA Loss in child's IQ points           ERS    None   Threshold
## 16           MeHg Loss in child's IQ points           ERS    None   Threshold
## 17            TEQ       Sperm concentration           ERS    None   Threshold
## 18            TEQ   Yes or no dental defect           ERS    None   Threshold
## 19         Omega3            CHD2 mortality Relative Hill    None   Threshold
## 20      Vitamin D  Vitamin D recommendation          Step    None   Threshold
## 21           PFAS         Immunosuppression           ERS      BW   Threshold
## 22            TEQ   Cancer morbidity yearly           CSF      BW   Threshold
##             mean
## 1   9.978458e-01
## 2   9.994699e-01
## 3   9.946192e-01
## 4  -1.299228e-03
## 5   6.909310e-01
## 6   6.012854e-05
## 7   1.419532e-03
## 8  -1.710534e-01
## 9   1.000000e+02
## 10  2.270000e-02
## 11  9.869689e-06
## 12  0.000000e+00
## 13  0.000000e+00
## 14  0.000000e+00
## 15  0.000000e+00
## 16  0.000000e+00
## 17  0.000000e+00
## 18  0.000000e+00
## 19  4.700000e+01
## 20  1.000000e+01
## 21  0.000000e+00
## 22  0.000000e+00
oprint(summary(expo_dir,"mean"))
##     Gender     Age Exposure_agent    Exposcen        mean
## 1   Female   0 - 4            ALA         BAU  17.7342504
## 2     Male   0 - 4            ALA         BAU  23.9933976
## 3   Female   5 - 9            ALA         BAU  35.7175196
## 4     Male   5 - 9            ALA         BAU  48.3237031
## 5   Female 10 - 14            ALA         BAU  56.0995219
## 6     Male 10 - 14            ALA         BAU  75.8993532
## 7   Female 15 - 19            ALA         BAU  56.0995219
## 8     Male 15 - 19            ALA         BAU  75.8993532
## 9   Female 20 - 24            ALA         BAU 111.1417651
## 10    Male 20 - 24            ALA         BAU 150.3682705
## 11  Female 25 - 29            ALA         BAU 111.1417651
## 12    Male 25 - 29            ALA         BAU 150.3682705
## 13  Female 30 - 34            ALA         BAU 111.1417651
## 14    Male 30 - 34            ALA         BAU 150.3682705
## 15  Female 35 - 39            ALA         BAU 111.1417651
## 16    Male 35 - 39            ALA         BAU 150.3682705
## 17  Female 40 - 44            ALA         BAU 111.1417651
## 18    Male 40 - 44            ALA         BAU 150.3682705
## 19  Female 45 - 49            ALA         BAU 111.1417651
## 20    Male 45 - 49            ALA         BAU 150.3682705
## 21  Female 50 - 54            ALA         BAU 111.1417651
## 22    Male 50 - 54            ALA         BAU 150.3682705
## 23  Female 55 - 59            ALA         BAU 111.1417651
## 24    Male 55 - 59            ALA         BAU 150.3682705
## 25  Female 60 - 64            ALA         BAU 111.1417651
## 26    Male 60 - 64            ALA         BAU 150.3682705
## 27  Female 65 - 69            ALA         BAU 161.4844243
## 28    Male 65 - 69            ALA         BAU 218.4789270
## 29  Female 70 - 74            ALA         BAU 161.4844243
## 30    Male 70 - 74            ALA         BAU 218.4789270
## 31  Female 75 - 79            ALA         BAU 161.4844243
## 32    Male 75 - 79            ALA         BAU 218.4789270
## 33  Female 80 - 84            ALA         BAU 161.4844243
## 34    Male 80 - 84            ALA         BAU 218.4789270
## 35  Female     85+            ALA         BAU 161.4844243
## 36    Male     85+            ALA         BAU 218.4789270
## 37  Female   0 - 4            DHA         BAU  52.4936850
## 38    Male   0 - 4            DHA         BAU  72.4665032
## 39  Female   5 - 9            DHA         BAU  88.5314994
## 40    Male   5 - 9            DHA         BAU 121.2235463
## 41  Female 10 - 14            DHA         BAU  97.7663261
## 42    Male 10 - 14            DHA         BAU 133.7177235
## 43  Female 15 - 19            DHA         BAU  97.7663261
## 44    Male 15 - 19            DHA         BAU 133.7177235
## 45  Female 20 - 24            DHA         BAU 159.9657841
## 46    Male 20 - 24            DHA         BAU 217.8699313
## 47  Female 25 - 29            DHA         BAU 159.9657841
## 48    Male 25 - 29            DHA         BAU 217.8699313
## 49  Female 30 - 34            DHA         BAU 159.9657841
## 50    Male 30 - 34            DHA         BAU 217.8699313
## 51  Female 35 - 39            DHA         BAU 159.9657841
## 52    Male 35 - 39            DHA         BAU 217.8699313
## 53  Female 40 - 44            DHA         BAU 159.9657841
## 54    Male 40 - 44            DHA         BAU 217.8699313
## 55  Female 45 - 49            DHA         BAU 159.9657841
## 56    Male 45 - 49            DHA         BAU 217.8699313
## 57  Female 50 - 54            DHA         BAU 159.9657841
## 58    Male 50 - 54            DHA         BAU 217.8699313
## 59  Female 55 - 59            DHA         BAU 159.9657841
## 60    Male 55 - 59            DHA         BAU 217.8699313
## 61  Female 60 - 64            DHA         BAU 159.9657841
## 62    Male 60 - 64            DHA         BAU 217.8699313
## 63  Female 65 - 69            DHA         BAU 221.0948876
## 64    Male 65 - 69            DHA         BAU 300.5740126
## 65  Female 70 - 74            DHA         BAU 221.0948876
## 66    Male 70 - 74            DHA         BAU 300.5740126
## 67  Female 75 - 79            DHA         BAU 221.0948876
## 68    Male 75 - 79            DHA         BAU 300.5740126
## 69  Female 80 - 84            DHA         BAU 221.0948876
## 70    Male 80 - 84            DHA         BAU 300.5740126
## 71  Female     85+            DHA         BAU 221.0948876
## 72    Male     85+            DHA         BAU 300.5740126
## 73  Female   0 - 4            EPA         BAU  30.3422879
## 74    Male   0 - 4            EPA         BAU  43.1933720
## 75  Female   5 - 9            EPA         BAU  30.3422879
## 76    Male   5 - 9            EPA         BAU  43.1933720
## 77  Female 10 - 14            EPA         BAU  30.3422879
## 78    Male 10 - 14            EPA         BAU  43.1933720
## 79  Female 15 - 19            EPA         BAU  30.3422879
## 80    Male 15 - 19            EPA         BAU  43.1933720
## 81  Female 20 - 24            EPA         BAU  30.3422879
## 82    Male 20 - 24            EPA         BAU  43.1933720
## 83  Female 25 - 29            EPA         BAU  30.3422879
## 84    Male 25 - 29            EPA         BAU  43.1933720
## 85  Female 30 - 34            EPA         BAU  30.3422879
## 86    Male 30 - 34            EPA         BAU  43.1933720
## 87  Female 35 - 39            EPA         BAU  30.3422879
## 88    Male 35 - 39            EPA         BAU  43.1933720
## 89  Female 40 - 44            EPA         BAU  30.3422879
## 90    Male 40 - 44            EPA         BAU  43.1933720
## 91  Female 45 - 49            EPA         BAU  30.3422879
## 92    Male 45 - 49            EPA         BAU  43.1933720
## 93  Female 50 - 54            EPA         BAU  30.3422879
## 94    Male 50 - 54            EPA         BAU  43.1933720
## 95  Female 55 - 59            EPA         BAU  30.3422879
## 96    Male 55 - 59            EPA         BAU  43.1933720
## 97  Female 60 - 64            EPA         BAU  30.3422879
## 98    Male 60 - 64            EPA         BAU  43.1933720
## 99  Female 65 - 69            EPA         BAU  30.3422879
## 100   Male 65 - 69            EPA         BAU  43.1933720
## 101 Female 70 - 74            EPA         BAU  30.3422879
## 102   Male 70 - 74            EPA         BAU  43.1933720
## 103 Female 75 - 79            EPA         BAU  30.3422879
## 104   Male 75 - 79            EPA         BAU  43.1933720
## 105 Female 80 - 84            EPA         BAU  30.3422879
## 106   Male 80 - 84            EPA         BAU  43.1933720
## 107 Female     85+            EPA         BAU  30.3422879
## 108   Male     85+            EPA         BAU  43.1933720
## 109 Female   0 - 4           Fish         BAU   5.4524467
## 110   Male   0 - 4           Fish         BAU   7.3768396
## 111 Female   5 - 9           Fish         BAU  16.9334620
## 112   Male   5 - 9           Fish         BAU  22.9099780
## 113 Female 10 - 14           Fish         BAU  16.0714787
## 114   Male 10 - 14           Fish         BAU  21.7437654
## 115 Female 15 - 19           Fish         BAU  16.0714787
## 116   Male 15 - 19           Fish         BAU  21.7437654
## 117 Female 20 - 24           Fish         BAU  29.1661506
## 118   Male 20 - 24           Fish         BAU  39.4600862
## 119 Female 25 - 29           Fish         BAU  29.1661506
## 120   Male 25 - 29           Fish         BAU  39.4600862
## 121 Female 30 - 34           Fish         BAU  29.1661506
## 122   Male 30 - 34           Fish         BAU  39.4600862
## 123 Female 35 - 39           Fish         BAU  29.1661506
## 124   Male 35 - 39           Fish         BAU  39.4600862
## 125 Female 40 - 44           Fish         BAU  29.1661506
## 126   Male 40 - 44           Fish         BAU  39.4600862
## 127 Female 45 - 49           Fish         BAU  29.1661506
## 128   Male 45 - 49           Fish         BAU  39.4600862
## 129 Female 50 - 54           Fish         BAU  29.1661506
## 130   Male 50 - 54           Fish         BAU  39.4600862
## 131 Female 55 - 59           Fish         BAU  29.1661506
## 132   Male 55 - 59           Fish         BAU  39.4600862
## 133 Female 60 - 64           Fish         BAU  29.1661506
## 134   Male 60 - 64           Fish         BAU  39.4600862
## 135 Female 65 - 69           Fish         BAU  41.0147493
## 136   Male 65 - 69           Fish         BAU  55.4905431
## 137 Female 70 - 74           Fish         BAU  41.0147493
## 138   Male 70 - 74           Fish         BAU  55.4905431
## 139 Female 75 - 79           Fish         BAU  41.0147493
## 140   Male 75 - 79           Fish         BAU  55.4905431
## 141 Female 80 - 84           Fish         BAU  41.0147493
## 142   Male 80 - 84           Fish         BAU  55.4905431
## 143 Female     85+           Fish         BAU  41.0147493
## 144   Male     85+           Fish         BAU  55.4905431
## 145 Female   0 - 4           MeHg         BAU   0.5053429
## 146   Male   0 - 4           MeHg         BAU   0.6836992
## 147 Female   5 - 9           MeHg         BAU   1.1706333
## 148   Male   5 - 9           MeHg         BAU   1.5837980
## 149 Female 10 - 14           MeHg         BAU   1.5256793
## 150   Male 10 - 14           MeHg         BAU   2.0641543
## 151 Female 15 - 19           MeHg         BAU   1.5256793
## 152   Male 15 - 19           MeHg         BAU   2.0641543
## 153 Female 20 - 24           MeHg         BAU   3.1650828
## 154   Male 20 - 24           MeHg         BAU   4.2821709
## 155 Female 25 - 29           MeHg         BAU   3.1650828
## 156   Male 25 - 29           MeHg         BAU   4.2821709
## 157 Female 30 - 34           MeHg         BAU   3.1650828
## 158   Male 30 - 34           MeHg         BAU   4.2821709
## 159 Female 35 - 39           MeHg         BAU   3.1650828
## 160   Male 35 - 39           MeHg         BAU   4.2821709
## 161 Female 40 - 44           MeHg         BAU   3.1650828
## 162   Male 40 - 44           MeHg         BAU   4.2821709
## 163 Female 45 - 49           MeHg         BAU   3.1650828
## 164   Male 45 - 49           MeHg         BAU   4.2821709
## 165 Female 50 - 54           MeHg         BAU   3.1650828
## 166   Male 50 - 54           MeHg         BAU   4.2821709
## 167 Female 55 - 59           MeHg         BAU   3.1650828
## 168   Male 55 - 59           MeHg         BAU   4.2821709
## 169 Female 60 - 64           MeHg         BAU   3.1650828
## 170   Male 60 - 64           MeHg         BAU   4.2821709
## 171 Female 65 - 69           MeHg         BAU   4.4872205
## 172   Male 65 - 69           MeHg         BAU   6.0709453
## 173 Female 70 - 74           MeHg         BAU   4.4872205
## 174   Male 70 - 74           MeHg         BAU   6.0709453
## 175 Female 75 - 79           MeHg         BAU   4.4872205
## 176   Male 75 - 79           MeHg         BAU   6.0709453
## 177 Female 80 - 84           MeHg         BAU   4.4872205
## 178   Male 80 - 84           MeHg         BAU   6.0709453
## 179 Female     85+           MeHg         BAU   4.4872205
## 180   Male     85+           MeHg         BAU   6.0709453
## 181 Female   0 - 4         Omega3         BAU 127.3752830
## 182   Male   0 - 4         Omega3         BAU 180.0439999
## 183 Female   5 - 9         Omega3         BAU 235.9203004
## 184   Male   5 - 9         Omega3         BAU 326.8990235
## 185 Female 10 - 14         Omega3         BAU 272.8626138
## 186   Male 10 - 14         Omega3         BAU 376.8798004
## 187 Female 15 - 19         Omega3         BAU 272.8626138
## 188   Male 15 - 19         Omega3         BAU 376.8798004
## 189 Female 20 - 24         Omega3         BAU 474.6092784
## 190   Male 20 - 24         Omega3         BAU 649.8311701
## 191 Female 25 - 29         Omega3         BAU 474.6092784
## 192   Male 25 - 29         Omega3         BAU 649.8311701
## 193 Female 30 - 34         Omega3         BAU 474.6092784
## 194   Male 30 - 34         Omega3         BAU 649.8311701
## 195 Female 35 - 39         Omega3         BAU 474.6092784
## 196   Male 35 - 39         Omega3         BAU 649.8311701
## 197 Female 40 - 44         Omega3         BAU 474.6092784
## 198   Male 40 - 44         Omega3         BAU 649.8311701
## 199 Female 45 - 49         Omega3         BAU 474.6092784
## 200   Male 45 - 49         Omega3         BAU 649.8311701
## 201 Female 50 - 54         Omega3         BAU 474.6092784
## 202   Male 50 - 54         Omega3         BAU 649.8311701
## 203 Female 55 - 59         Omega3         BAU 474.6092784
## 204   Male 55 - 59         Omega3         BAU 649.8311701
## 205 Female 60 - 64         Omega3         BAU 474.6092784
## 206   Male 60 - 64         Omega3         BAU 649.8311701
## 207 Female 65 - 69         Omega3         BAU 686.5017548
## 208   Male 65 - 69         Omega3         BAU 936.5092264
## 209 Female 70 - 74         Omega3         BAU 686.5017548
## 210   Male 70 - 74         Omega3         BAU 936.5092264
## 211 Female 75 - 79         Omega3         BAU 686.5017548
## 212   Male 75 - 79         Omega3         BAU 936.5092264
## 213 Female 80 - 84         Omega3         BAU 686.5017548
## 214   Male 80 - 84         Omega3         BAU 936.5092264
## 215 Female     85+         Omega3         BAU 686.5017548
## 216   Male     85+         Omega3         BAU 936.5092264
## 217 Female   0 - 4           PFAS         BAU  47.9305196
## 218   Male   0 - 4           PFAS         BAU  64.8471736
## 219 Female   5 - 9           PFAS         BAU 137.4349731
## 220   Male   5 - 9           PFAS         BAU 185.9414342
## 221 Female 10 - 14           PFAS         BAU 128.9542383
## 222   Male 10 - 14           PFAS         BAU 174.4674989
## 223 Female 15 - 19           PFAS         BAU 128.9542383
## 224   Male 15 - 19           PFAS         BAU 174.4674989
## 225 Female 20 - 24           PFAS         BAU 263.2233048
## 226   Male 20 - 24           PFAS         BAU 356.1256477
## 227 Female 25 - 29           PFAS         BAU 263.2233048
## 228   Male 25 - 29           PFAS         BAU 356.1256477
## 229 Female 30 - 34           PFAS         BAU 263.2233048
## 230   Male 30 - 34           PFAS         BAU 356.1256477
## 231 Female 35 - 39           PFAS         BAU 263.2233048
## 232   Male 35 - 39           PFAS         BAU 356.1256477
## 233 Female 40 - 44           PFAS         BAU 263.2233048
## 234   Male 40 - 44           PFAS         BAU 356.1256477
## 235 Female 45 - 49           PFAS         BAU 263.2233048
## 236   Male 45 - 49           PFAS         BAU 356.1256477
## 237 Female 50 - 54           PFAS         BAU 263.2233048
## 238   Male 50 - 54           PFAS         BAU 356.1256477
## 239 Female 55 - 59           PFAS         BAU 263.2233048
## 240   Male 55 - 59           PFAS         BAU 356.1256477
## 241 Female 60 - 64           PFAS         BAU 263.2233048
## 242   Male 60 - 64           PFAS         BAU 356.1256477
## 243 Female 65 - 69           PFAS         BAU 330.4818326
## 244   Male 65 - 69           PFAS         BAU 447.1224793
## 245 Female 70 - 74           PFAS         BAU 330.4818326
## 246   Male 70 - 74           PFAS         BAU 447.1224793
## 247 Female 75 - 79           PFAS         BAU 330.4818326
## 248   Male 75 - 79           PFAS         BAU 447.1224793
## 249 Female 80 - 84           PFAS         BAU 330.4818326
## 250   Male 80 - 84           PFAS         BAU 447.1224793
## 251 Female     85+           PFAS         BAU 330.4818326
## 252   Male     85+           PFAS         BAU 447.1224793
## 253 Female   0 - 4            TEQ         BAU  52.0527811
## 254   Male   0 - 4            TEQ         BAU  70.4243509
## 255 Female   5 - 9            TEQ         BAU 131.7186565
## 256   Male   5 - 9            TEQ         BAU 178.2075941
## 257 Female 10 - 14            TEQ         BAU 158.1145491
## 258   Male 10 - 14            TEQ         BAU 213.9196841
## 259 Female 15 - 19            TEQ         BAU 158.1145491
## 260   Male 15 - 19            TEQ         BAU 213.9196841
## 261 Female 20 - 24            TEQ         BAU 312.6237885
## 262   Male 20 - 24            TEQ         BAU 422.9615963
## 263 Female 25 - 29            TEQ         BAU 312.6237885
## 264   Male 25 - 29            TEQ         BAU 422.9615963
## 265 Female 30 - 34            TEQ         BAU 312.6237885
## 266   Male 30 - 34            TEQ         BAU 422.9615963
## 267 Female 35 - 39            TEQ         BAU 312.6237885
## 268   Male 35 - 39            TEQ         BAU 422.9615963
## 269 Female 40 - 44            TEQ         BAU 312.6237885
## 270   Male 40 - 44            TEQ         BAU 422.9615963
## 271 Female 45 - 49            TEQ         BAU 312.6237885
## 272   Male 45 - 49            TEQ         BAU 422.9615963
## 273 Female 50 - 54            TEQ         BAU 312.6237885
## 274   Male 50 - 54            TEQ         BAU 422.9615963
## 275 Female 55 - 59            TEQ         BAU 312.6237885
## 276   Male 55 - 59            TEQ         BAU 422.9615963
## 277 Female 60 - 64            TEQ         BAU 312.6237885
## 278   Male 60 - 64            TEQ         BAU 422.9615963
## 279 Female 65 - 69            TEQ         BAU 437.8751725
## 280   Male 65 - 69            TEQ         BAU 592.4193510
## 281 Female 70 - 74            TEQ         BAU 437.8751725
## 282   Male 70 - 74            TEQ         BAU 592.4193510
## 283 Female 75 - 79            TEQ         BAU 437.8751725
## 284   Male 75 - 79            TEQ         BAU 592.4193510
## 285 Female 80 - 84            TEQ         BAU 437.8751725
## 286   Male 80 - 84            TEQ         BAU 592.4193510
## 287 Female     85+            TEQ         BAU 437.8751725
## 288   Male     85+            TEQ         BAU 592.4193510
## 289 Female   0 - 4      Vitamin D         BAU   3.2981419
## 290   Male   0 - 4      Vitamin D         BAU   5.2510643
## 291 Female   5 - 9      Vitamin D         BAU   4.4753682
## 292   Male   5 - 9      Vitamin D         BAU   6.8437823
## 293 Female 10 - 14      Vitamin D         BAU   4.2663758
## 294   Male 10 - 14      Vitamin D         BAU   6.5610278
## 295 Female 15 - 19      Vitamin D         BAU   4.2663758
## 296   Male 15 - 19      Vitamin D         BAU   6.5610278
## 297 Female 20 - 24      Vitamin D         BAU   5.5195370
## 298   Male 20 - 24      Vitamin D         BAU   8.2564812
## 299 Female 25 - 29      Vitamin D         BAU   5.5195370
## 300   Male 25 - 29      Vitamin D         BAU   8.2564812
## 301 Female 30 - 34      Vitamin D         BAU   5.5195370
## 302   Male 30 - 34      Vitamin D         BAU   8.2564812
## 303 Female 35 - 39      Vitamin D         BAU   5.5195370
## 304   Male 35 - 39      Vitamin D         BAU   8.2564812
## 305 Female 40 - 44      Vitamin D         BAU   5.5195370
## 306   Male 40 - 44      Vitamin D         BAU   8.2564812
## 307 Female 45 - 49      Vitamin D         BAU   5.5195370
## 308   Male 45 - 49      Vitamin D         BAU   8.2564812
## 309 Female 50 - 54      Vitamin D         BAU   5.5195370
## 310   Male 50 - 54      Vitamin D         BAU   8.2564812
## 311 Female 55 - 59      Vitamin D         BAU   5.5195370
## 312   Male 55 - 59      Vitamin D         BAU   8.2564812
## 313 Female 60 - 64      Vitamin D         BAU   5.5195370
## 314   Male 60 - 64      Vitamin D         BAU   8.2564812
## 315 Female 65 - 69      Vitamin D         BAU   6.7022497
## 316   Male 65 - 69      Vitamin D         BAU   9.8566219
## 317 Female 70 - 74      Vitamin D         BAU   6.7022497
## 318   Male 70 - 74      Vitamin D         BAU   9.8566219
## 319 Female 75 - 79      Vitamin D         BAU   6.7022497
## 320   Male 75 - 79      Vitamin D         BAU   9.8566219
## 321 Female 80 - 84      Vitamin D         BAU   6.7022497
## 322   Male 80 - 84      Vitamin D         BAU   9.8566219
## 323 Female     85+      Vitamin D         BAU   6.7022497
## 324   Male     85+      Vitamin D         BAU   9.8566219
## 325 Female   0 - 4            ALA No exposure   0.0000000
## 326   Male   0 - 4            ALA No exposure   0.0000000
## 327 Female   5 - 9            ALA No exposure   0.0000000
## 328   Male   5 - 9            ALA No exposure   0.0000000
## 329 Female 10 - 14            ALA No exposure   0.0000000
## 330   Male 10 - 14            ALA No exposure   0.0000000
## 331 Female 15 - 19            ALA No exposure   0.0000000
## 332   Male 15 - 19            ALA No exposure   0.0000000
## 333 Female 20 - 24            ALA No exposure   0.0000000
## 334   Male 20 - 24            ALA No exposure   0.0000000
## 335 Female 25 - 29            ALA No exposure   0.0000000
## 336   Male 25 - 29            ALA No exposure   0.0000000
## 337 Female 30 - 34            ALA No exposure   0.0000000
## 338   Male 30 - 34            ALA No exposure   0.0000000
## 339 Female 35 - 39            ALA No exposure   0.0000000
## 340   Male 35 - 39            ALA No exposure   0.0000000
## 341 Female 40 - 44            ALA No exposure   0.0000000
## 342   Male 40 - 44            ALA No exposure   0.0000000
## 343 Female 45 - 49            ALA No exposure   0.0000000
## 344   Male 45 - 49            ALA No exposure   0.0000000
## 345 Female 50 - 54            ALA No exposure   0.0000000
## 346   Male 50 - 54            ALA No exposure   0.0000000
## 347 Female 55 - 59            ALA No exposure   0.0000000
## 348   Male 55 - 59            ALA No exposure   0.0000000
## 349 Female 60 - 64            ALA No exposure   0.0000000
## 350   Male 60 - 64            ALA No exposure   0.0000000
## 351 Female 65 - 69            ALA No exposure   0.0000000
## 352   Male 65 - 69            ALA No exposure   0.0000000
## 353 Female 70 - 74            ALA No exposure   0.0000000
## 354   Male 70 - 74            ALA No exposure   0.0000000
## 355 Female 75 - 79            ALA No exposure   0.0000000
## 356   Male 75 - 79            ALA No exposure   0.0000000
## 357 Female 80 - 84            ALA No exposure   0.0000000
## 358   Male 80 - 84            ALA No exposure   0.0000000
## 359 Female     85+            ALA No exposure   0.0000000
## 360   Male     85+            ALA No exposure   0.0000000
## 361 Female   0 - 4            DHA No exposure  30.6406419
## 362   Male   0 - 4            DHA No exposure  42.9006214
## 363 Female   5 - 9            DHA No exposure  30.6406419
## 364   Male   5 - 9            DHA No exposure  42.9006214
## 365 Female 10 - 14            DHA No exposure  30.6406419
## 366   Male 10 - 14            DHA No exposure  42.9006214
## 367 Female 15 - 19            DHA No exposure  30.6406419
## 368   Male 15 - 19            DHA No exposure  42.9006214
## 369 Female 20 - 24            DHA No exposure  30.6406419
## 370   Male 20 - 24            DHA No exposure  42.9006214
## 371 Female 25 - 29            DHA No exposure  30.6406419
## 372   Male 25 - 29            DHA No exposure  42.9006214
## 373 Female 30 - 34            DHA No exposure  30.6406419
## 374   Male 30 - 34            DHA No exposure  42.9006214
## 375 Female 35 - 39            DHA No exposure  30.6406419
## 376   Male 35 - 39            DHA No exposure  42.9006214
## 377 Female 40 - 44            DHA No exposure  30.6406419
## 378   Male 40 - 44            DHA No exposure  42.9006214
## 379 Female 45 - 49            DHA No exposure  30.6406419
## 380   Male 45 - 49            DHA No exposure  42.9006214
## 381 Female 50 - 54            DHA No exposure  30.6406419
## 382   Male 50 - 54            DHA No exposure  42.9006214
## 383 Female 55 - 59            DHA No exposure  30.6406419
## 384   Male 55 - 59            DHA No exposure  42.9006214
## 385 Female 60 - 64            DHA No exposure  30.6406419
## 386   Male 60 - 64            DHA No exposure  42.9006214
## 387 Female 65 - 69            DHA No exposure  30.6406419
## 388   Male 65 - 69            DHA No exposure  42.9006214
## 389 Female 70 - 74            DHA No exposure  30.6406419
## 390   Male 70 - 74            DHA No exposure  42.9006214
## 391 Female 75 - 79            DHA No exposure  30.6406419
## 392   Male 75 - 79            DHA No exposure  42.9006214
## 393 Female 80 - 84            DHA No exposure  30.6406419
## 394   Male 80 - 84            DHA No exposure  42.9006214
## 395 Female     85+            DHA No exposure  30.6406419
## 396   Male     85+            DHA No exposure  42.9006214
## 397 Female   0 - 4            EPA No exposure  30.3422879
## 398   Male   0 - 4            EPA No exposure  43.1933720
## 399 Female   5 - 9            EPA No exposure  30.3422879
## 400   Male   5 - 9            EPA No exposure  43.1933720
## 401 Female 10 - 14            EPA No exposure  30.3422879
## 402   Male 10 - 14            EPA No exposure  43.1933720
## 403 Female 15 - 19            EPA No exposure  30.3422879
## 404   Male 15 - 19            EPA No exposure  43.1933720
## 405 Female 20 - 24            EPA No exposure  30.3422879
## 406   Male 20 - 24            EPA No exposure  43.1933720
## 407 Female 25 - 29            EPA No exposure  30.3422879
## 408   Male 25 - 29            EPA No exposure  43.1933720
## 409 Female 30 - 34            EPA No exposure  30.3422879
## 410   Male 30 - 34            EPA No exposure  43.1933720
## 411 Female 35 - 39            EPA No exposure  30.3422879
## 412   Male 35 - 39            EPA No exposure  43.1933720
## 413 Female 40 - 44            EPA No exposure  30.3422879
## 414   Male 40 - 44            EPA No exposure  43.1933720
## 415 Female 45 - 49            EPA No exposure  30.3422879
## 416   Male 45 - 49            EPA No exposure  43.1933720
## 417 Female 50 - 54            EPA No exposure  30.3422879
## 418   Male 50 - 54            EPA No exposure  43.1933720
## 419 Female 55 - 59            EPA No exposure  30.3422879
## 420   Male 55 - 59            EPA No exposure  43.1933720
## 421 Female 60 - 64            EPA No exposure  30.3422879
## 422   Male 60 - 64            EPA No exposure  43.1933720
## 423 Female 65 - 69            EPA No exposure  30.3422879
## 424   Male 65 - 69            EPA No exposure  43.1933720
## 425 Female 70 - 74            EPA No exposure  30.3422879
## 426   Male 70 - 74            EPA No exposure  43.1933720
## 427 Female 75 - 79            EPA No exposure  30.3422879
## 428   Male 75 - 79            EPA No exposure  43.1933720
## 429 Female 80 - 84            EPA No exposure  30.3422879
## 430   Male 80 - 84            EPA No exposure  43.1933720
## 431 Female     85+            EPA No exposure  30.3422879
## 432   Male     85+            EPA No exposure  43.1933720
## 433 Female   0 - 4           Fish No exposure   0.0000000
## 434   Male   0 - 4           Fish No exposure   0.0000000
## 435 Female   5 - 9           Fish No exposure   0.0000000
## 436   Male   5 - 9           Fish No exposure   0.0000000
## 437 Female 10 - 14           Fish No exposure   0.0000000
## 438   Male 10 - 14           Fish No exposure   0.0000000
## 439 Female 15 - 19           Fish No exposure   0.0000000
## 440   Male 15 - 19           Fish No exposure   0.0000000
## 441 Female 20 - 24           Fish No exposure   0.0000000
## 442   Male 20 - 24           Fish No exposure   0.0000000
## 443 Female 25 - 29           Fish No exposure   0.0000000
## 444   Male 25 - 29           Fish No exposure   0.0000000
## 445 Female 30 - 34           Fish No exposure   0.0000000
## 446   Male 30 - 34           Fish No exposure   0.0000000
## 447 Female 35 - 39           Fish No exposure   0.0000000
## 448   Male 35 - 39           Fish No exposure   0.0000000
## 449 Female 40 - 44           Fish No exposure   0.0000000
## 450   Male 40 - 44           Fish No exposure   0.0000000
## 451 Female 45 - 49           Fish No exposure   0.0000000
## 452   Male 45 - 49           Fish No exposure   0.0000000
## 453 Female 50 - 54           Fish No exposure   0.0000000
## 454   Male 50 - 54           Fish No exposure   0.0000000
## 455 Female 55 - 59           Fish No exposure   0.0000000
## 456   Male 55 - 59           Fish No exposure   0.0000000
## 457 Female 60 - 64           Fish No exposure   0.0000000
## 458   Male 60 - 64           Fish No exposure   0.0000000
## 459 Female 65 - 69           Fish No exposure   0.0000000
## 460   Male 65 - 69           Fish No exposure   0.0000000
## 461 Female 70 - 74           Fish No exposure   0.0000000
## 462   Male 70 - 74           Fish No exposure   0.0000000
## 463 Female 75 - 79           Fish No exposure   0.0000000
## 464   Male 75 - 79           Fish No exposure   0.0000000
## 465 Female 80 - 84           Fish No exposure   0.0000000
## 466   Male 80 - 84           Fish No exposure   0.0000000
## 467 Female     85+           Fish No exposure   0.0000000
## 468   Male     85+           Fish No exposure   0.0000000
## 469 Female   0 - 4           MeHg No exposure   0.0000000
## 470   Male   0 - 4           MeHg No exposure   0.0000000
## 471 Female   5 - 9           MeHg No exposure   0.0000000
## 472   Male   5 - 9           MeHg No exposure   0.0000000
## 473 Female 10 - 14           MeHg No exposure   0.0000000
## 474   Male 10 - 14           MeHg No exposure   0.0000000
## 475 Female 15 - 19           MeHg No exposure   0.0000000
## 476   Male 15 - 19           MeHg No exposure   0.0000000
## 477 Female 20 - 24           MeHg No exposure   0.0000000
## 478   Male 20 - 24           MeHg No exposure   0.0000000
## 479 Female 25 - 29           MeHg No exposure   0.0000000
## 480   Male 25 - 29           MeHg No exposure   0.0000000
## 481 Female 30 - 34           MeHg No exposure   0.0000000
## 482   Male 30 - 34           MeHg No exposure   0.0000000
## 483 Female 35 - 39           MeHg No exposure   0.0000000
## 484   Male 35 - 39           MeHg No exposure   0.0000000
## 485 Female 40 - 44           MeHg No exposure   0.0000000
## 486   Male 40 - 44           MeHg No exposure   0.0000000
## 487 Female 45 - 49           MeHg No exposure   0.0000000
## 488   Male 45 - 49           MeHg No exposure   0.0000000
## 489 Female 50 - 54           MeHg No exposure   0.0000000
## 490   Male 50 - 54           MeHg No exposure   0.0000000
## 491 Female 55 - 59           MeHg No exposure   0.0000000
## 492   Male 55 - 59           MeHg No exposure   0.0000000
## 493 Female 60 - 64           MeHg No exposure   0.0000000
## 494   Male 60 - 64           MeHg No exposure   0.0000000
## 495 Female 65 - 69           MeHg No exposure   0.0000000
## 496   Male 65 - 69           MeHg No exposure   0.0000000
## 497 Female 70 - 74           MeHg No exposure   0.0000000
## 498   Male 70 - 74           MeHg No exposure   0.0000000
## 499 Female 75 - 79           MeHg No exposure   0.0000000
## 500   Male 75 - 79           MeHg No exposure   0.0000000
## 501 Female 80 - 84           MeHg No exposure   0.0000000
## 502   Male 80 - 84           MeHg No exposure   0.0000000
## 503 Female     85+           MeHg No exposure   0.0000000
## 504   Male     85+           MeHg No exposure   0.0000000
## 505 Female   0 - 4         Omega3 No exposure  58.4009844
## 506   Male   0 - 4         Omega3 No exposure  86.7258312
## 507 Female   5 - 9         Omega3 No exposure  58.4009844
## 508   Male   5 - 9         Omega3 No exposure  86.7258312
## 509 Female 10 - 14         Omega3 No exposure  58.4009844
## 510   Male 10 - 14         Omega3 No exposure  86.7258312
## 511 Female 15 - 19         Omega3 No exposure  58.4009844
## 512   Male 15 - 19         Omega3 No exposure  86.7258312
## 513 Female 20 - 24         Omega3 No exposure  58.4009844
## 514   Male 20 - 24         Omega3 No exposure  86.7258312
## 515 Female 25 - 29         Omega3 No exposure  58.4009844
## 516   Male 25 - 29         Omega3 No exposure  86.7258312
## 517 Female 30 - 34         Omega3 No exposure  58.4009844
## 518   Male 30 - 34         Omega3 No exposure  86.7258312
## 519 Female 35 - 39         Omega3 No exposure  58.4009844
## 520   Male 35 - 39         Omega3 No exposure  86.7258312
## 521 Female 40 - 44         Omega3 No exposure  58.4009844
## 522   Male 40 - 44         Omega3 No exposure  86.7258312
## 523 Female 45 - 49         Omega3 No exposure  58.4009844
## 524   Male 45 - 49         Omega3 No exposure  86.7258312
## 525 Female 50 - 54         Omega3 No exposure  58.4009844
## 526   Male 50 - 54         Omega3 No exposure  86.7258312
## 527 Female 55 - 59         Omega3 No exposure  58.4009844
## 528   Male 55 - 59         Omega3 No exposure  86.7258312
## 529 Female 60 - 64         Omega3 No exposure  58.4009844
## 530   Male 60 - 64         Omega3 No exposure  86.7258312
## 531 Female 65 - 69         Omega3 No exposure  58.4009844
## 532   Male 65 - 69         Omega3 No exposure  86.7258312
## 533 Female 70 - 74         Omega3 No exposure  58.4009844
## 534   Male 70 - 74         Omega3 No exposure  86.7258312
## 535 Female 75 - 79         Omega3 No exposure  58.4009844
## 536   Male 75 - 79         Omega3 No exposure  86.7258312
## 537 Female 80 - 84         Omega3 No exposure  58.4009844
## 538   Male 80 - 84         Omega3 No exposure  86.7258312
## 539 Female     85+         Omega3 No exposure  58.4009844
## 540   Male     85+         Omega3 No exposure  86.7258312
## 541 Female   0 - 4           PFAS No exposure   0.0000000
## 542   Male   0 - 4           PFAS No exposure   0.0000000
## 543 Female   5 - 9           PFAS No exposure   0.0000000
## 544   Male   5 - 9           PFAS No exposure   0.0000000
## 545 Female 10 - 14           PFAS No exposure   0.0000000
## 546   Male 10 - 14           PFAS No exposure   0.0000000
## 547 Female 15 - 19           PFAS No exposure   0.0000000
## 548   Male 15 - 19           PFAS No exposure   0.0000000
## 549 Female 20 - 24           PFAS No exposure   0.0000000
## 550   Male 20 - 24           PFAS No exposure   0.0000000
## 551 Female 25 - 29           PFAS No exposure   0.0000000
## 552   Male 25 - 29           PFAS No exposure   0.0000000
## 553 Female 30 - 34           PFAS No exposure   0.0000000
## 554   Male 30 - 34           PFAS No exposure   0.0000000
## 555 Female 35 - 39           PFAS No exposure   0.0000000
## 556   Male 35 - 39           PFAS No exposure   0.0000000
## 557 Female 40 - 44           PFAS No exposure   0.0000000
## 558   Male 40 - 44           PFAS No exposure   0.0000000
## 559 Female 45 - 49           PFAS No exposure   0.0000000
## 560   Male 45 - 49           PFAS No exposure   0.0000000
## 561 Female 50 - 54           PFAS No exposure   0.0000000
## 562   Male 50 - 54           PFAS No exposure   0.0000000
## 563 Female 55 - 59           PFAS No exposure   0.0000000
## 564   Male 55 - 59           PFAS No exposure   0.0000000
## 565 Female 60 - 64           PFAS No exposure   0.0000000
## 566   Male 60 - 64           PFAS No exposure   0.0000000
## 567 Female 65 - 69           PFAS No exposure   0.0000000
## 568   Male 65 - 69           PFAS No exposure   0.0000000
## 569 Female 70 - 74           PFAS No exposure   0.0000000
## 570   Male 70 - 74           PFAS No exposure   0.0000000
## 571 Female 75 - 79           PFAS No exposure   0.0000000
## 572   Male 75 - 79           PFAS No exposure   0.0000000
## 573 Female 80 - 84           PFAS No exposure   0.0000000
## 574   Male 80 - 84           PFAS No exposure   0.0000000
## 575 Female     85+           PFAS No exposure   0.0000000
## 576   Male     85+           PFAS No exposure   0.0000000
## 577 Female   0 - 4            TEQ No exposure   0.0000000
## 578   Male   0 - 4            TEQ No exposure   0.0000000
## 579 Female   5 - 9            TEQ No exposure   0.0000000
## 580   Male   5 - 9            TEQ No exposure   0.0000000
## 581 Female 10 - 14            TEQ No exposure   0.0000000
## 582   Male 10 - 14            TEQ No exposure   0.0000000
## 583 Female 15 - 19            TEQ No exposure   0.0000000
## 584   Male 15 - 19            TEQ No exposure   0.0000000
## 585 Female 20 - 24            TEQ No exposure   0.0000000
## 586   Male 20 - 24            TEQ No exposure   0.0000000
## 587 Female 25 - 29            TEQ No exposure   0.0000000
## 588   Male 25 - 29            TEQ No exposure   0.0000000
## 589 Female 30 - 34            TEQ No exposure   0.0000000
## 590   Male 30 - 34            TEQ No exposure   0.0000000
## 591 Female 35 - 39            TEQ No exposure   0.0000000
## 592   Male 35 - 39            TEQ No exposure   0.0000000
## 593 Female 40 - 44            TEQ No exposure   0.0000000
## 594   Male 40 - 44            TEQ No exposure   0.0000000
## 595 Female 45 - 49            TEQ No exposure   0.0000000
## 596   Male 45 - 49            TEQ No exposure   0.0000000
## 597 Female 50 - 54            TEQ No exposure   0.0000000
## 598   Male 50 - 54            TEQ No exposure   0.0000000
## 599 Female 55 - 59            TEQ No exposure   0.0000000
## 600   Male 55 - 59            TEQ No exposure   0.0000000
## 601 Female 60 - 64            TEQ No exposure   0.0000000
## 602   Male 60 - 64            TEQ No exposure   0.0000000
## 603 Female 65 - 69            TEQ No exposure   0.0000000
## 604   Male 65 - 69            TEQ No exposure   0.0000000
## 605 Female 70 - 74            TEQ No exposure   0.0000000
## 606   Male 70 - 74            TEQ No exposure   0.0000000
## 607 Female 75 - 79            TEQ No exposure   0.0000000
## 608   Male 75 - 79            TEQ No exposure   0.0000000
## 609 Female 80 - 84            TEQ No exposure   0.0000000
## 610   Male 80 - 84            TEQ No exposure   0.0000000
## 611 Female     85+            TEQ No exposure   0.0000000
## 612   Male     85+            TEQ No exposure   0.0000000
## 613 Female   0 - 4      Vitamin D No exposure   2.7970259
## 614   Male   0 - 4      Vitamin D No exposure   4.5730839
## 615 Female   5 - 9      Vitamin D No exposure   2.7970259
## 616   Male   5 - 9      Vitamin D No exposure   4.5730839
## 617 Female 10 - 14      Vitamin D No exposure   2.7970259
## 618   Male 10 - 14      Vitamin D No exposure   4.5730839
## 619 Female 15 - 19      Vitamin D No exposure   2.7970259
## 620   Male 15 - 19      Vitamin D No exposure   4.5730839
## 621 Female 20 - 24      Vitamin D No exposure   2.7970259
## 622   Male 20 - 24      Vitamin D No exposure   4.5730839
## 623 Female 25 - 29      Vitamin D No exposure   2.7970259
## 624   Male 25 - 29      Vitamin D No exposure   4.5730839
## 625 Female 30 - 34      Vitamin D No exposure   2.7970259
## 626   Male 30 - 34      Vitamin D No exposure   4.5730839
## 627 Female 35 - 39      Vitamin D No exposure   2.7970259
## 628   Male 35 - 39      Vitamin D No exposure   4.5730839
## 629 Female 40 - 44      Vitamin D No exposure   2.7970259
## 630   Male 40 - 44      Vitamin D No exposure   4.5730839
## 631 Female 45 - 49      Vitamin D No exposure   2.7970259
## 632   Male 45 - 49      Vitamin D No exposure   4.5730839
## 633 Female 50 - 54      Vitamin D No exposure   2.7970259
## 634   Male 50 - 54      Vitamin D No exposure   4.5730839
## 635 Female 55 - 59      Vitamin D No exposure   2.7970259
## 636   Male 55 - 59      Vitamin D No exposure   4.5730839
## 637 Female 60 - 64      Vitamin D No exposure   2.7970259
## 638   Male 60 - 64      Vitamin D No exposure   4.5730839
## 639 Female 65 - 69      Vitamin D No exposure   2.7970259
## 640   Male 65 - 69      Vitamin D No exposure   4.5730839
## 641 Female 70 - 74      Vitamin D No exposure   2.7970259
## 642   Male 70 - 74      Vitamin D No exposure   4.5730839
## 643 Female 75 - 79      Vitamin D No exposure   2.7970259
## 644   Male 75 - 79      Vitamin D No exposure   4.5730839
## 645 Female 80 - 84      Vitamin D No exposure   2.7970259
## 646   Male 80 - 84      Vitamin D No exposure   4.5730839
## 647 Female     85+      Vitamin D No exposure   2.7970259
## 648   Male     85+      Vitamin D No exposure   4.5730839
oprint(summary(expo_dir,marginals="Exposure_agent"))
##   Exposure_agent       mean         sd         min    Q0.025    median
## 1            ALA  64.488524 203.456201 0.000000000 0.0000000  0.000000
## 2            DHA 112.920722 206.382528 0.213247631 3.3546913 46.551108
## 3            EPA  36.767830  22.671969 0.002693937 1.8780524 36.694868
## 4           Fish  17.062025  43.326933 0.000000000 0.0000000  0.000000
## 5           MeHg   1.818601   5.681178 0.000000000 0.0000000  0.000000
## 6         Omega3 319.680904 686.314975 0.118920873 4.5644871 92.614324
## 7           PFAS 145.904996 493.248926 0.000000000 0.0000000  0.000000
## 8            TEQ 179.836291 487.182332 0.000000000 0.0000000  0.000000
## 9      Vitamin D   5.291162   4.878667 0.004623220 0.2641597  4.360894
##       Q0.975         max
## 1  795.55331  2412.57674
## 2  786.52948  3017.60560
## 3   80.87455    84.65833
## 4  140.92018   650.93505
## 5   19.81276    80.89837
## 6 2576.64409 11013.40416
## 7 1273.59145 11244.50771
## 8 1784.57446  5249.50910
## 9   17.51824    88.33753
oprint(summary(expo_indir,"mean"))
##     Gender     Age Exposure_agent    Exposcen Exposure       mean
## 1   Female   0 - 4           MeHg         BAU To child  0.1011920
## 2     Male   0 - 4           MeHg         BAU To child  0.1369068
## 3   Female   5 - 9           MeHg         BAU To child  0.2344125
## 4     Male   5 - 9           MeHg         BAU To child  0.3171464
## 5   Female 10 - 14           MeHg         BAU To child  0.3055084
## 6     Male 10 - 14           MeHg         BAU To child  0.4133349
## 7   Female 15 - 19           MeHg         BAU To child  0.3055084
## 8     Male 15 - 19           MeHg         BAU To child  0.4133349
## 9   Female 20 - 24           MeHg         BAU To child  0.6337895
## 10    Male 20 - 24           MeHg         BAU To child  0.8574799
## 11  Female 25 - 29           MeHg         BAU To child  0.6337895
## 12    Male 25 - 29           MeHg         BAU To child  0.8574799
## 13  Female 30 - 34           MeHg         BAU To child  0.6337895
## 14    Male 30 - 34           MeHg         BAU To child  0.8574799
## 15  Female 35 - 39           MeHg         BAU To child  0.6337895
## 16    Male 35 - 39           MeHg         BAU To child  0.8574799
## 17  Female 40 - 44           MeHg         BAU To child  0.6337895
## 18    Male 40 - 44           MeHg         BAU To child  0.8574799
## 19  Female 45 - 49           MeHg         BAU To child  0.6337895
## 20    Male 45 - 49           MeHg         BAU To child  0.8574799
## 21  Female 50 - 54           MeHg         BAU To child  0.6337895
## 22    Male 50 - 54           MeHg         BAU To child  0.8574799
## 23  Female 55 - 59           MeHg         BAU To child  0.6337895
## 24    Male 55 - 59           MeHg         BAU To child  0.8574799
## 25  Female 60 - 64           MeHg         BAU To child  0.6337895
## 26    Male 60 - 64           MeHg         BAU To child  0.8574799
## 27  Female 65 - 69           MeHg         BAU To child  0.8985399
## 28    Male 65 - 69           MeHg         BAU To child  1.2156716
## 29  Female 70 - 74           MeHg         BAU To child  0.8985399
## 30    Male 70 - 74           MeHg         BAU To child  1.2156716
## 31  Female 75 - 79           MeHg         BAU To child  0.8985399
## 32    Male 75 - 79           MeHg         BAU To child  1.2156716
## 33  Female 80 - 84           MeHg         BAU To child  0.8985399
## 34    Male 80 - 84           MeHg         BAU To child  1.2156716
## 35  Female     85+           MeHg         BAU To child  0.8985399
## 36    Male     85+           MeHg         BAU To child  1.2156716
## 37  Female   0 - 4           PFAS         BAU To child  2.7258922
## 38    Male   0 - 4           PFAS         BAU To child  3.6879717
## 39  Female   5 - 9           PFAS         BAU To child  8.1422045
## 40    Male   5 - 9           PFAS         BAU To child 11.0159238
## 41  Female 10 - 14           PFAS         BAU To child  8.0751743
## 42    Male 10 - 14           PFAS         BAU To child 10.9252358
## 43  Female 15 - 19           PFAS         BAU To child  8.0751743
## 44    Male 15 - 19           PFAS         BAU To child 10.9252358
## 45  Female 20 - 24           PFAS         BAU To child 16.3916432
## 46    Male 20 - 24           PFAS         BAU To child 22.1769290
## 47  Female 25 - 29           PFAS         BAU To child 16.3916432
## 48    Male 25 - 29           PFAS         BAU To child 22.1769290
## 49  Female 30 - 34           PFAS         BAU To child 16.3916432
## 50    Male 30 - 34           PFAS         BAU To child 22.1769290
## 51  Female 35 - 39           PFAS         BAU To child 16.3916432
## 52    Male 35 - 39           PFAS         BAU To child 22.1769290
## 53  Female 40 - 44           PFAS         BAU To child 16.3916432
## 54    Male 40 - 44           PFAS         BAU To child 22.1769290
## 55  Female 45 - 49           PFAS         BAU To child 16.3916432
## 56    Male 45 - 49           PFAS         BAU To child 22.1769290
## 57  Female 50 - 54           PFAS         BAU To child 16.3916432
## 58    Male 50 - 54           PFAS         BAU To child 22.1769290
## 59  Female 55 - 59           PFAS         BAU To child 16.3916432
## 60    Male 55 - 59           PFAS         BAU To child 22.1769290
## 61  Female 60 - 64           PFAS         BAU To child 16.3916432
## 62    Male 60 - 64           PFAS         BAU To child 22.1769290
## 63  Female 65 - 69           PFAS         BAU To child 20.0635193
## 64    Male 65 - 69           PFAS         BAU To child 27.1447614
## 65  Female 70 - 74           PFAS         BAU To child 20.0635193
## 66    Male 70 - 74           PFAS         BAU To child 27.1447614
## 67  Female 75 - 79           PFAS         BAU To child 20.0635193
## 68    Male 75 - 79           PFAS         BAU To child 27.1447614
## 69  Female 80 - 84           PFAS         BAU To child 20.0635193
## 70    Male 80 - 84           PFAS         BAU To child 27.1447614
## 71  Female     85+           PFAS         BAU To child 20.0635193
## 72    Male     85+           PFAS         BAU To child 27.1447614
## 73  Female   0 - 4            TEQ         BAU To child  2.1028920
## 74    Male   0 - 4            TEQ         BAU To child  2.8450892
## 75  Female   5 - 9            TEQ         BAU To child  5.1583649
## 76    Male   5 - 9            TEQ         BAU To child  6.9789643
## 77  Female 10 - 14            TEQ         BAU To child  6.2979642
## 78    Male 10 - 14            TEQ         BAU To child  8.5207751
## 79  Female 15 - 19            TEQ         BAU To child  6.2979642
## 80    Male 15 - 19            TEQ         BAU To child  8.5207751
## 81  Female 20 - 24            TEQ         BAU To child 12.1246605
## 82    Male 20 - 24            TEQ         BAU To child 16.4039524
## 83  Female 25 - 29            TEQ         BAU To child 12.1246605
## 84    Male 25 - 29            TEQ         BAU To child 16.4039524
## 85  Female 30 - 34            TEQ         BAU To child 12.1246605
## 86    Male 30 - 34            TEQ         BAU To child 16.4039524
## 87  Female 35 - 39            TEQ         BAU To child 12.1246605
## 88    Male 35 - 39            TEQ         BAU To child 16.4039524
## 89  Female 40 - 44            TEQ         BAU To child 12.1246605
## 90    Male 40 - 44            TEQ         BAU To child 16.4039524
## 91  Female 45 - 49            TEQ         BAU To child 12.1246605
## 92    Male 45 - 49            TEQ         BAU To child 16.4039524
## 93  Female 50 - 54            TEQ         BAU To child 12.1246605
## 94    Male 50 - 54            TEQ         BAU To child 16.4039524
## 95  Female 55 - 59            TEQ         BAU To child 12.1246605
## 96    Male 55 - 59            TEQ         BAU To child 16.4039524
## 97  Female 60 - 64            TEQ         BAU To child 12.1246605
## 98    Male 60 - 64            TEQ         BAU To child 16.4039524
## 99  Female 65 - 69            TEQ         BAU To child 17.0862246
## 100   Male 65 - 69            TEQ         BAU To child 23.1166568
## 101 Female 70 - 74            TEQ         BAU To child 17.0862246
## 102   Male 70 - 74            TEQ         BAU To child 23.1166568
## 103 Female 75 - 79            TEQ         BAU To child 17.0862246
## 104   Male 75 - 79            TEQ         BAU To child 23.1166568
## 105 Female 80 - 84            TEQ         BAU To child 17.0862246
## 106   Male 80 - 84            TEQ         BAU To child 23.1166568
## 107 Female     85+            TEQ         BAU To child 17.0862246
## 108   Male     85+            TEQ         BAU To child 23.1166568
## 109 Female   0 - 4           MeHg No exposure To child  0.0000000
## 110   Male   0 - 4           MeHg No exposure To child  0.0000000
## 111 Female   5 - 9           MeHg No exposure To child  0.0000000
## 112   Male   5 - 9           MeHg No exposure To child  0.0000000
## 113 Female 10 - 14           MeHg No exposure To child  0.0000000
## 114   Male 10 - 14           MeHg No exposure To child  0.0000000
## 115 Female 15 - 19           MeHg No exposure To child  0.0000000
## 116   Male 15 - 19           MeHg No exposure To child  0.0000000
## 117 Female 20 - 24           MeHg No exposure To child  0.0000000
## 118   Male 20 - 24           MeHg No exposure To child  0.0000000
## 119 Female 25 - 29           MeHg No exposure To child  0.0000000
## 120   Male 25 - 29           MeHg No exposure To child  0.0000000
## 121 Female 30 - 34           MeHg No exposure To child  0.0000000
## 122   Male 30 - 34           MeHg No exposure To child  0.0000000
## 123 Female 35 - 39           MeHg No exposure To child  0.0000000
## 124   Male 35 - 39           MeHg No exposure To child  0.0000000
## 125 Female 40 - 44           MeHg No exposure To child  0.0000000
## 126   Male 40 - 44           MeHg No exposure To child  0.0000000
## 127 Female 45 - 49           MeHg No exposure To child  0.0000000
## 128   Male 45 - 49           MeHg No exposure To child  0.0000000
## 129 Female 50 - 54           MeHg No exposure To child  0.0000000
## 130   Male 50 - 54           MeHg No exposure To child  0.0000000
## 131 Female 55 - 59           MeHg No exposure To child  0.0000000
## 132   Male 55 - 59           MeHg No exposure To child  0.0000000
## 133 Female 60 - 64           MeHg No exposure To child  0.0000000
## 134   Male 60 - 64           MeHg No exposure To child  0.0000000
## 135 Female 65 - 69           MeHg No exposure To child  0.0000000
## 136   Male 65 - 69           MeHg No exposure To child  0.0000000
## 137 Female 70 - 74           MeHg No exposure To child  0.0000000
## 138   Male 70 - 74           MeHg No exposure To child  0.0000000
## 139 Female 75 - 79           MeHg No exposure To child  0.0000000
## 140   Male 75 - 79           MeHg No exposure To child  0.0000000
## 141 Female 80 - 84           MeHg No exposure To child  0.0000000
## 142   Male 80 - 84           MeHg No exposure To child  0.0000000
## 143 Female     85+           MeHg No exposure To child  0.0000000
## 144   Male     85+           MeHg No exposure To child  0.0000000
## 145 Female   0 - 4           PFAS No exposure To child  0.0000000
## 146   Male   0 - 4           PFAS No exposure To child  0.0000000
## 147 Female   5 - 9           PFAS No exposure To child  0.0000000
## 148   Male   5 - 9           PFAS No exposure To child  0.0000000
## 149 Female 10 - 14           PFAS No exposure To child  0.0000000
## 150   Male 10 - 14           PFAS No exposure To child  0.0000000
## 151 Female 15 - 19           PFAS No exposure To child  0.0000000
## 152   Male 15 - 19           PFAS No exposure To child  0.0000000
## 153 Female 20 - 24           PFAS No exposure To child  0.0000000
## 154   Male 20 - 24           PFAS No exposure To child  0.0000000
## 155 Female 25 - 29           PFAS No exposure To child  0.0000000
## 156   Male 25 - 29           PFAS No exposure To child  0.0000000
## 157 Female 30 - 34           PFAS No exposure To child  0.0000000
## 158   Male 30 - 34           PFAS No exposure To child  0.0000000
## 159 Female 35 - 39           PFAS No exposure To child  0.0000000
## 160   Male 35 - 39           PFAS No exposure To child  0.0000000
## 161 Female 40 - 44           PFAS No exposure To child  0.0000000
## 162   Male 40 - 44           PFAS No exposure To child  0.0000000
## 163 Female 45 - 49           PFAS No exposure To child  0.0000000
## 164   Male 45 - 49           PFAS No exposure To child  0.0000000
## 165 Female 50 - 54           PFAS No exposure To child  0.0000000
## 166   Male 50 - 54           PFAS No exposure To child  0.0000000
## 167 Female 55 - 59           PFAS No exposure To child  0.0000000
## 168   Male 55 - 59           PFAS No exposure To child  0.0000000
## 169 Female 60 - 64           PFAS No exposure To child  0.0000000
## 170   Male 60 - 64           PFAS No exposure To child  0.0000000
## 171 Female 65 - 69           PFAS No exposure To child  0.0000000
## 172   Male 65 - 69           PFAS No exposure To child  0.0000000
## 173 Female 70 - 74           PFAS No exposure To child  0.0000000
## 174   Male 70 - 74           PFAS No exposure To child  0.0000000
## 175 Female 75 - 79           PFAS No exposure To child  0.0000000
## 176   Male 75 - 79           PFAS No exposure To child  0.0000000
## 177 Female 80 - 84           PFAS No exposure To child  0.0000000
## 178   Male 80 - 84           PFAS No exposure To child  0.0000000
## 179 Female     85+           PFAS No exposure To child  0.0000000
## 180   Male     85+           PFAS No exposure To child  0.0000000
## 181 Female   0 - 4            TEQ No exposure To child  0.0000000
## 182   Male   0 - 4            TEQ No exposure To child  0.0000000
## 183 Female   5 - 9            TEQ No exposure To child  0.0000000
## 184   Male   5 - 9            TEQ No exposure To child  0.0000000
## 185 Female 10 - 14            TEQ No exposure To child  0.0000000
## 186   Male 10 - 14            TEQ No exposure To child  0.0000000
## 187 Female 15 - 19            TEQ No exposure To child  0.0000000
## 188   Male 15 - 19            TEQ No exposure To child  0.0000000
## 189 Female 20 - 24            TEQ No exposure To child  0.0000000
## 190   Male 20 - 24            TEQ No exposure To child  0.0000000
## 191 Female 25 - 29            TEQ No exposure To child  0.0000000
## 192   Male 25 - 29            TEQ No exposure To child  0.0000000
## 193 Female 30 - 34            TEQ No exposure To child  0.0000000
## 194   Male 30 - 34            TEQ No exposure To child  0.0000000
## 195 Female 35 - 39            TEQ No exposure To child  0.0000000
## 196   Male 35 - 39            TEQ No exposure To child  0.0000000
## 197 Female 40 - 44            TEQ No exposure To child  0.0000000
## 198   Male 40 - 44            TEQ No exposure To child  0.0000000
## 199 Female 45 - 49            TEQ No exposure To child  0.0000000
## 200   Male 45 - 49            TEQ No exposure To child  0.0000000
## 201 Female 50 - 54            TEQ No exposure To child  0.0000000
## 202   Male 50 - 54            TEQ No exposure To child  0.0000000
## 203 Female 55 - 59            TEQ No exposure To child  0.0000000
## 204   Male 55 - 59            TEQ No exposure To child  0.0000000
## 205 Female 60 - 64            TEQ No exposure To child  0.0000000
## 206   Male 60 - 64            TEQ No exposure To child  0.0000000
## 207 Female 65 - 69            TEQ No exposure To child  0.0000000
## 208   Male 65 - 69            TEQ No exposure To child  0.0000000
## 209 Female 70 - 74            TEQ No exposure To child  0.0000000
## 210   Male 70 - 74            TEQ No exposure To child  0.0000000
## 211 Female 75 - 79            TEQ No exposure To child  0.0000000
## 212   Male 75 - 79            TEQ No exposure To child  0.0000000
## 213 Female 80 - 84            TEQ No exposure To child  0.0000000
## 214   Male 80 - 84            TEQ No exposure To child  0.0000000
## 215 Female     85+            TEQ No exposure To child  0.0000000
## 216   Male     85+            TEQ No exposure To child  0.0000000
oprint(summary(exposure,"mean"))
##     Gender     Age Exposure_agent    Exposcen Exposure        mean
## 1   Female   0 - 4            ALA         BAU   Direct  17.7342504
## 2     Male   0 - 4            ALA         BAU   Direct  23.9933976
## 3   Female   5 - 9            ALA         BAU   Direct  35.7175196
## 4     Male   5 - 9            ALA         BAU   Direct  48.3237031
## 5   Female 10 - 14            ALA         BAU   Direct  56.0995219
## 6     Male 10 - 14            ALA         BAU   Direct  75.8993532
## 7   Female 15 - 19            ALA         BAU   Direct  56.0995219
## 8     Male 15 - 19            ALA         BAU   Direct  75.8993532
## 9   Female 20 - 24            ALA         BAU   Direct 111.1417651
## 10    Male 20 - 24            ALA         BAU   Direct 150.3682705
## 11  Female 25 - 29            ALA         BAU   Direct 111.1417651
## 12    Male 25 - 29            ALA         BAU   Direct 150.3682705
## 13  Female 30 - 34            ALA         BAU   Direct 111.1417651
## 14    Male 30 - 34            ALA         BAU   Direct 150.3682705
## 15  Female 35 - 39            ALA         BAU   Direct 111.1417651
## 16    Male 35 - 39            ALA         BAU   Direct 150.3682705
## 17  Female 40 - 44            ALA         BAU   Direct 111.1417651
## 18    Male 40 - 44            ALA         BAU   Direct 150.3682705
## 19  Female 45 - 49            ALA         BAU   Direct 111.1417651
## 20    Male 45 - 49            ALA         BAU   Direct 150.3682705
## 21  Female 50 - 54            ALA         BAU   Direct 111.1417651
## 22    Male 50 - 54            ALA         BAU   Direct 150.3682705
## 23  Female 55 - 59            ALA         BAU   Direct 111.1417651
## 24    Male 55 - 59            ALA         BAU   Direct 150.3682705
## 25  Female 60 - 64            ALA         BAU   Direct 111.1417651
## 26    Male 60 - 64            ALA         BAU   Direct 150.3682705
## 27  Female 65 - 69            ALA         BAU   Direct 161.4844243
## 28    Male 65 - 69            ALA         BAU   Direct 218.4789270
## 29  Female 70 - 74            ALA         BAU   Direct 161.4844243
## 30    Male 70 - 74            ALA         BAU   Direct 218.4789270
## 31  Female 75 - 79            ALA         BAU   Direct 161.4844243
## 32    Male 75 - 79            ALA         BAU   Direct 218.4789270
## 33  Female 80 - 84            ALA         BAU   Direct 161.4844243
## 34    Male 80 - 84            ALA         BAU   Direct 218.4789270
## 35  Female     85+            ALA         BAU   Direct 161.4844243
## 36    Male     85+            ALA         BAU   Direct 218.4789270
## 37  Female   0 - 4            DHA         BAU   Direct  52.4936850
## 38    Male   0 - 4            DHA         BAU   Direct  72.4665032
## 39  Female   5 - 9            DHA         BAU   Direct  88.5314994
## 40    Male   5 - 9            DHA         BAU   Direct 121.2235463
## 41  Female 10 - 14            DHA         BAU   Direct  97.7663261
## 42    Male 10 - 14            DHA         BAU   Direct 133.7177235
## 43  Female 15 - 19            DHA         BAU   Direct  97.7663261
## 44    Male 15 - 19            DHA         BAU   Direct 133.7177235
## 45  Female 20 - 24            DHA         BAU   Direct 159.9657841
## 46    Male 20 - 24            DHA         BAU   Direct 217.8699313
## 47  Female 25 - 29            DHA         BAU   Direct 159.9657841
## 48    Male 25 - 29            DHA         BAU   Direct 217.8699313
## 49  Female 30 - 34            DHA         BAU   Direct 159.9657841
## 50    Male 30 - 34            DHA         BAU   Direct 217.8699313
## 51  Female 35 - 39            DHA         BAU   Direct 159.9657841
## 52    Male 35 - 39            DHA         BAU   Direct 217.8699313
## 53  Female 40 - 44            DHA         BAU   Direct 159.9657841
## 54    Male 40 - 44            DHA         BAU   Direct 217.8699313
## 55  Female 45 - 49            DHA         BAU   Direct 159.9657841
## 56    Male 45 - 49            DHA         BAU   Direct 217.8699313
## 57  Female 50 - 54            DHA         BAU   Direct 159.9657841
## 58    Male 50 - 54            DHA         BAU   Direct 217.8699313
## 59  Female 55 - 59            DHA         BAU   Direct 159.9657841
## 60    Male 55 - 59            DHA         BAU   Direct 217.8699313
## 61  Female 60 - 64            DHA         BAU   Direct 159.9657841
## 62    Male 60 - 64            DHA         BAU   Direct 217.8699313
## 63  Female 65 - 69            DHA         BAU   Direct 221.0948876
## 64    Male 65 - 69            DHA         BAU   Direct 300.5740126
## 65  Female 70 - 74            DHA         BAU   Direct 221.0948876
## 66    Male 70 - 74            DHA         BAU   Direct 300.5740126
## 67  Female 75 - 79            DHA         BAU   Direct 221.0948876
## 68    Male 75 - 79            DHA         BAU   Direct 300.5740126
## 69  Female 80 - 84            DHA         BAU   Direct 221.0948876
## 70    Male 80 - 84            DHA         BAU   Direct 300.5740126
## 71  Female     85+            DHA         BAU   Direct 221.0948876
## 72    Male     85+            DHA         BAU   Direct 300.5740126
## 73  Female   0 - 4            EPA         BAU   Direct  30.3422879
## 74    Male   0 - 4            EPA         BAU   Direct  43.1933720
## 75  Female   5 - 9            EPA         BAU   Direct  30.3422879
## 76    Male   5 - 9            EPA         BAU   Direct  43.1933720
## 77  Female 10 - 14            EPA         BAU   Direct  30.3422879
## 78    Male 10 - 14            EPA         BAU   Direct  43.1933720
## 79  Female 15 - 19            EPA         BAU   Direct  30.3422879
## 80    Male 15 - 19            EPA         BAU   Direct  43.1933720
## 81  Female 20 - 24            EPA         BAU   Direct  30.3422879
## 82    Male 20 - 24            EPA         BAU   Direct  43.1933720
## 83  Female 25 - 29            EPA         BAU   Direct  30.3422879
## 84    Male 25 - 29            EPA         BAU   Direct  43.1933720
## 85  Female 30 - 34            EPA         BAU   Direct  30.3422879
## 86    Male 30 - 34            EPA         BAU   Direct  43.1933720
## 87  Female 35 - 39            EPA         BAU   Direct  30.3422879
## 88    Male 35 - 39            EPA         BAU   Direct  43.1933720
## 89  Female 40 - 44            EPA         BAU   Direct  30.3422879
## 90    Male 40 - 44            EPA         BAU   Direct  43.1933720
## 91  Female 45 - 49            EPA         BAU   Direct  30.3422879
## 92    Male 45 - 49            EPA         BAU   Direct  43.1933720
## 93  Female 50 - 54            EPA         BAU   Direct  30.3422879
## 94    Male 50 - 54            EPA         BAU   Direct  43.1933720
## 95  Female 55 - 59            EPA         BAU   Direct  30.3422879
## 96    Male 55 - 59            EPA         BAU   Direct  43.1933720
## 97  Female 60 - 64            EPA         BAU   Direct  30.3422879
## 98    Male 60 - 64            EPA         BAU   Direct  43.1933720
## 99  Female 65 - 69            EPA         BAU   Direct  30.3422879
## 100   Male 65 - 69            EPA         BAU   Direct  43.1933720
## 101 Female 70 - 74            EPA         BAU   Direct  30.3422879
## 102   Male 70 - 74            EPA         BAU   Direct  43.1933720
## 103 Female 75 - 79            EPA         BAU   Direct  30.3422879
## 104   Male 75 - 79            EPA         BAU   Direct  43.1933720
## 105 Female 80 - 84            EPA         BAU   Direct  30.3422879
## 106   Male 80 - 84            EPA         BAU   Direct  43.1933720
## 107 Female     85+            EPA         BAU   Direct  30.3422879
## 108   Male     85+            EPA         BAU   Direct  43.1933720
## 109 Female   0 - 4           Fish         BAU   Direct   5.4524467
## 110   Male   0 - 4           Fish         BAU   Direct   7.3768396
## 111 Female   5 - 9           Fish         BAU   Direct  16.9334620
## 112   Male   5 - 9           Fish         BAU   Direct  22.9099780
## 113 Female 10 - 14           Fish         BAU   Direct  16.0714787
## 114   Male 10 - 14           Fish         BAU   Direct  21.7437654
## 115 Female 15 - 19           Fish         BAU   Direct  16.0714787
## 116   Male 15 - 19           Fish         BAU   Direct  21.7437654
## 117 Female 20 - 24           Fish         BAU   Direct  29.1661506
## 118   Male 20 - 24           Fish         BAU   Direct  39.4600862
## 119 Female 25 - 29           Fish         BAU   Direct  29.1661506
## 120   Male 25 - 29           Fish         BAU   Direct  39.4600862
## 121 Female 30 - 34           Fish         BAU   Direct  29.1661506
## 122   Male 30 - 34           Fish         BAU   Direct  39.4600862
## 123 Female 35 - 39           Fish         BAU   Direct  29.1661506
## 124   Male 35 - 39           Fish         BAU   Direct  39.4600862
## 125 Female 40 - 44           Fish         BAU   Direct  29.1661506
## 126   Male 40 - 44           Fish         BAU   Direct  39.4600862
## 127 Female 45 - 49           Fish         BAU   Direct  29.1661506
## 128   Male 45 - 49           Fish         BAU   Direct  39.4600862
## 129 Female 50 - 54           Fish         BAU   Direct  29.1661506
## 130   Male 50 - 54           Fish         BAU   Direct  39.4600862
## 131 Female 55 - 59           Fish         BAU   Direct  29.1661506
## 132   Male 55 - 59           Fish         BAU   Direct  39.4600862
## 133 Female 60 - 64           Fish         BAU   Direct  29.1661506
## 134   Male 60 - 64           Fish         BAU   Direct  39.4600862
## 135 Female 65 - 69           Fish         BAU   Direct  41.0147493
## 136   Male 65 - 69           Fish         BAU   Direct  55.4905431
## 137 Female 70 - 74           Fish         BAU   Direct  41.0147493
## 138   Male 70 - 74           Fish         BAU   Direct  55.4905431
## 139 Female 75 - 79           Fish         BAU   Direct  41.0147493
## 140   Male 75 - 79           Fish         BAU   Direct  55.4905431
## 141 Female 80 - 84           Fish         BAU   Direct  41.0147493
## 142   Male 80 - 84           Fish         BAU   Direct  55.4905431
## 143 Female     85+           Fish         BAU   Direct  41.0147493
## 144   Male     85+           Fish         BAU   Direct  55.4905431
## 145 Female   0 - 4           MeHg         BAU   Direct   0.5053429
## 146   Male   0 - 4           MeHg         BAU   Direct   0.6836992
## 147 Female   5 - 9           MeHg         BAU   Direct   1.1706333
## 148   Male   5 - 9           MeHg         BAU   Direct   1.5837980
## 149 Female 10 - 14           MeHg         BAU   Direct   1.5256793
## 150   Male 10 - 14           MeHg         BAU   Direct   2.0641543
## 151 Female 15 - 19           MeHg         BAU   Direct   1.5256793
## 152   Male 15 - 19           MeHg         BAU   Direct   2.0641543
## 153 Female 20 - 24           MeHg         BAU   Direct   3.1650828
## 154   Male 20 - 24           MeHg         BAU   Direct   4.2821709
## 155 Female 25 - 29           MeHg         BAU   Direct   3.1650828
## 156   Male 25 - 29           MeHg         BAU   Direct   4.2821709
## 157 Female 30 - 34           MeHg         BAU   Direct   3.1650828
## 158   Male 30 - 34           MeHg         BAU   Direct   4.2821709
## 159 Female 35 - 39           MeHg         BAU   Direct   3.1650828
## 160   Male 35 - 39           MeHg         BAU   Direct   4.2821709
## 161 Female 40 - 44           MeHg         BAU   Direct   3.1650828
## 162   Male 40 - 44           MeHg         BAU   Direct   4.2821709
## 163 Female 45 - 49           MeHg         BAU   Direct   3.1650828
## 164   Male 45 - 49           MeHg         BAU   Direct   4.2821709
## 165 Female 50 - 54           MeHg         BAU   Direct   3.1650828
## 166   Male 50 - 54           MeHg         BAU   Direct   4.2821709
## 167 Female 55 - 59           MeHg         BAU   Direct   3.1650828
## 168   Male 55 - 59           MeHg         BAU   Direct   4.2821709
## 169 Female 60 - 64           MeHg         BAU   Direct   3.1650828
## 170   Male 60 - 64           MeHg         BAU   Direct   4.2821709
## 171 Female 65 - 69           MeHg         BAU   Direct   4.4872205
## 172   Male 65 - 69           MeHg         BAU   Direct   6.0709453
## 173 Female 70 - 74           MeHg         BAU   Direct   4.4872205
## 174   Male 70 - 74           MeHg         BAU   Direct   6.0709453
## 175 Female 75 - 79           MeHg         BAU   Direct   4.4872205
## 176   Male 75 - 79           MeHg         BAU   Direct   6.0709453
## 177 Female 80 - 84           MeHg         BAU   Direct   4.4872205
## 178   Male 80 - 84           MeHg         BAU   Direct   6.0709453
## 179 Female     85+           MeHg         BAU   Direct   4.4872205
## 180   Male     85+           MeHg         BAU   Direct   6.0709453
## 181 Female   0 - 4         Omega3         BAU   Direct 127.3752830
## 182   Male   0 - 4         Omega3         BAU   Direct 180.0439999
## 183 Female   5 - 9         Omega3         BAU   Direct 235.9203004
## 184   Male   5 - 9         Omega3         BAU   Direct 326.8990235
## 185 Female 10 - 14         Omega3         BAU   Direct 272.8626138
## 186   Male 10 - 14         Omega3         BAU   Direct 376.8798004
## 187 Female 15 - 19         Omega3         BAU   Direct 272.8626138
## 188   Male 15 - 19         Omega3         BAU   Direct 376.8798004
## 189 Female 20 - 24         Omega3         BAU   Direct 474.6092784
## 190   Male 20 - 24         Omega3         BAU   Direct 649.8311701
## 191 Female 25 - 29         Omega3         BAU   Direct 474.6092784
## 192   Male 25 - 29         Omega3         BAU   Direct 649.8311701
## 193 Female 30 - 34         Omega3         BAU   Direct 474.6092784
## 194   Male 30 - 34         Omega3         BAU   Direct 649.8311701
## 195 Female 35 - 39         Omega3         BAU   Direct 474.6092784
## 196   Male 35 - 39         Omega3         BAU   Direct 649.8311701
## 197 Female 40 - 44         Omega3         BAU   Direct 474.6092784
## 198   Male 40 - 44         Omega3         BAU   Direct 649.8311701
## 199 Female 45 - 49         Omega3         BAU   Direct 474.6092784
## 200   Male 45 - 49         Omega3         BAU   Direct 649.8311701
## 201 Female 50 - 54         Omega3         BAU   Direct 474.6092784
## 202   Male 50 - 54         Omega3         BAU   Direct 649.8311701
## 203 Female 55 - 59         Omega3         BAU   Direct 474.6092784
## 204   Male 55 - 59         Omega3         BAU   Direct 649.8311701
## 205 Female 60 - 64         Omega3         BAU   Direct 474.6092784
## 206   Male 60 - 64         Omega3         BAU   Direct 649.8311701
## 207 Female 65 - 69         Omega3         BAU   Direct 686.5017548
## 208   Male 65 - 69         Omega3         BAU   Direct 936.5092264
## 209 Female 70 - 74         Omega3         BAU   Direct 686.5017548
## 210   Male 70 - 74         Omega3         BAU   Direct 936.5092264
## 211 Female 75 - 79         Omega3         BAU   Direct 686.5017548
## 212   Male 75 - 79         Omega3         BAU   Direct 936.5092264
## 213 Female 80 - 84         Omega3         BAU   Direct 686.5017548
## 214   Male 80 - 84         Omega3         BAU   Direct 936.5092264
## 215 Female     85+         Omega3         BAU   Direct 686.5017548
## 216   Male     85+         Omega3         BAU   Direct 936.5092264
## 217 Female   0 - 4           PFAS         BAU   Direct  47.9305196
## 218   Male   0 - 4           PFAS         BAU   Direct  64.8471736
## 219 Female   5 - 9           PFAS         BAU   Direct 137.4349731
## 220   Male   5 - 9           PFAS         BAU   Direct 185.9414342
## 221 Female 10 - 14           PFAS         BAU   Direct 128.9542383
## 222   Male 10 - 14           PFAS         BAU   Direct 174.4674989
## 223 Female 15 - 19           PFAS         BAU   Direct 128.9542383
## 224   Male 15 - 19           PFAS         BAU   Direct 174.4674989
## 225 Female 20 - 24           PFAS         BAU   Direct 263.2233048
## 226   Male 20 - 24           PFAS         BAU   Direct 356.1256477
## 227 Female 25 - 29           PFAS         BAU   Direct 263.2233048
## 228   Male 25 - 29           PFAS         BAU   Direct 356.1256477
## 229 Female 30 - 34           PFAS         BAU   Direct 263.2233048
## 230   Male 30 - 34           PFAS         BAU   Direct 356.1256477
## 231 Female 35 - 39           PFAS         BAU   Direct 263.2233048
## 232   Male 35 - 39           PFAS         BAU   Direct 356.1256477
## 233 Female 40 - 44           PFAS         BAU   Direct 263.2233048
## 234   Male 40 - 44           PFAS         BAU   Direct 356.1256477
## 235 Female 45 - 49           PFAS         BAU   Direct 263.2233048
## 236   Male 45 - 49           PFAS         BAU   Direct 356.1256477
## 237 Female 50 - 54           PFAS         BAU   Direct 263.2233048
## 238   Male 50 - 54           PFAS         BAU   Direct 356.1256477
## 239 Female 55 - 59           PFAS         BAU   Direct 263.2233048
## 240   Male 55 - 59           PFAS         BAU   Direct 356.1256477
## 241 Female 60 - 64           PFAS         BAU   Direct 263.2233048
## 242   Male 60 - 64           PFAS         BAU   Direct 356.1256477
## 243 Female 65 - 69           PFAS         BAU   Direct 330.4818326
## 244   Male 65 - 69           PFAS         BAU   Direct 447.1224793
## 245 Female 70 - 74           PFAS         BAU   Direct 330.4818326
## 246   Male 70 - 74           PFAS         BAU   Direct 447.1224793
## 247 Female 75 - 79           PFAS         BAU   Direct 330.4818326
## 248   Male 75 - 79           PFAS         BAU   Direct 447.1224793
## 249 Female 80 - 84           PFAS         BAU   Direct 330.4818326
## 250   Male 80 - 84           PFAS         BAU   Direct 447.1224793
## 251 Female     85+           PFAS         BAU   Direct 330.4818326
## 252   Male     85+           PFAS         BAU   Direct 447.1224793
## 253 Female   0 - 4            TEQ         BAU   Direct  52.0527811
## 254   Male   0 - 4            TEQ         BAU   Direct  70.4243509
## 255 Female   5 - 9            TEQ         BAU   Direct 131.7186565
## 256   Male   5 - 9            TEQ         BAU   Direct 178.2075941
## 257 Female 10 - 14            TEQ         BAU   Direct 158.1145491
## 258   Male 10 - 14            TEQ         BAU   Direct 213.9196841
## 259 Female 15 - 19            TEQ         BAU   Direct 158.1145491
## 260   Male 15 - 19            TEQ         BAU   Direct 213.9196841
## 261 Female 20 - 24            TEQ         BAU   Direct 312.6237885
## 262   Male 20 - 24            TEQ         BAU   Direct 422.9615963
## 263 Female 25 - 29            TEQ         BAU   Direct 312.6237885
## 264   Male 25 - 29            TEQ         BAU   Direct 422.9615963
## 265 Female 30 - 34            TEQ         BAU   Direct 312.6237885
## 266   Male 30 - 34            TEQ         BAU   Direct 422.9615963
## 267 Female 35 - 39            TEQ         BAU   Direct 312.6237885
## 268   Male 35 - 39            TEQ         BAU   Direct 422.9615963
## 269 Female 40 - 44            TEQ         BAU   Direct 312.6237885
## 270   Male 40 - 44            TEQ         BAU   Direct 422.9615963
## 271 Female 45 - 49            TEQ         BAU   Direct 312.6237885
## 272   Male 45 - 49            TEQ         BAU   Direct 422.9615963
## 273 Female 50 - 54            TEQ         BAU   Direct 312.6237885
## 274   Male 50 - 54            TEQ         BAU   Direct 422.9615963
## 275 Female 55 - 59            TEQ         BAU   Direct 312.6237885
## 276   Male 55 - 59            TEQ         BAU   Direct 422.9615963
## 277 Female 60 - 64            TEQ         BAU   Direct 312.6237885
## 278   Male 60 - 64            TEQ         BAU   Direct 422.9615963
## 279 Female 65 - 69            TEQ         BAU   Direct 437.8751725
## 280   Male 65 - 69            TEQ         BAU   Direct 592.4193510
## 281 Female 70 - 74            TEQ         BAU   Direct 437.8751725
## 282   Male 70 - 74            TEQ         BAU   Direct 592.4193510
## 283 Female 75 - 79            TEQ         BAU   Direct 437.8751725
## 284   Male 75 - 79            TEQ         BAU   Direct 592.4193510
## 285 Female 80 - 84            TEQ         BAU   Direct 437.8751725
## 286   Male 80 - 84            TEQ         BAU   Direct 592.4193510
## 287 Female     85+            TEQ         BAU   Direct 437.8751725
## 288   Male     85+            TEQ         BAU   Direct 592.4193510
## 289 Female   0 - 4      Vitamin D         BAU   Direct   3.2981419
## 290   Male   0 - 4      Vitamin D         BAU   Direct   5.2510643
## 291 Female   5 - 9      Vitamin D         BAU   Direct   4.4753682
## 292   Male   5 - 9      Vitamin D         BAU   Direct   6.8437823
## 293 Female 10 - 14      Vitamin D         BAU   Direct   4.2663758
## 294   Male 10 - 14      Vitamin D         BAU   Direct   6.5610278
## 295 Female 15 - 19      Vitamin D         BAU   Direct   4.2663758
## 296   Male 15 - 19      Vitamin D         BAU   Direct   6.5610278
## 297 Female 20 - 24      Vitamin D         BAU   Direct   5.5195370
## 298   Male 20 - 24      Vitamin D         BAU   Direct   8.2564812
## 299 Female 25 - 29      Vitamin D         BAU   Direct   5.5195370
## 300   Male 25 - 29      Vitamin D         BAU   Direct   8.2564812
## 301 Female 30 - 34      Vitamin D         BAU   Direct   5.5195370
## 302   Male 30 - 34      Vitamin D         BAU   Direct   8.2564812
## 303 Female 35 - 39      Vitamin D         BAU   Direct   5.5195370
## 304   Male 35 - 39      Vitamin D         BAU   Direct   8.2564812
## 305 Female 40 - 44      Vitamin D         BAU   Direct   5.5195370
## 306   Male 40 - 44      Vitamin D         BAU   Direct   8.2564812
## 307 Female 45 - 49      Vitamin D         BAU   Direct   5.5195370
## 308   Male 45 - 49      Vitamin D         BAU   Direct   8.2564812
## 309 Female 50 - 54      Vitamin D         BAU   Direct   5.5195370
## 310   Male 50 - 54      Vitamin D         BAU   Direct   8.2564812
## 311 Female 55 - 59      Vitamin D         BAU   Direct   5.5195370
## 312   Male 55 - 59      Vitamin D         BAU   Direct   8.2564812
## 313 Female 60 - 64      Vitamin D         BAU   Direct   5.5195370
## 314   Male 60 - 64      Vitamin D         BAU   Direct   8.2564812
## 315 Female 65 - 69      Vitamin D         BAU   Direct   6.7022497
## 316   Male 65 - 69      Vitamin D         BAU   Direct   9.8566219
## 317 Female 70 - 74      Vitamin D         BAU   Direct   6.7022497
## 318   Male 70 - 74      Vitamin D         BAU   Direct   9.8566219
## 319 Female 75 - 79      Vitamin D         BAU   Direct   6.7022497
## 320   Male 75 - 79      Vitamin D         BAU   Direct   9.8566219
## 321 Female 80 - 84      Vitamin D         BAU   Direct   6.7022497
## 322   Male 80 - 84      Vitamin D         BAU   Direct   9.8566219
## 323 Female     85+      Vitamin D         BAU   Direct   6.7022497
## 324   Male     85+      Vitamin D         BAU   Direct   9.8566219
## 325 Female   0 - 4            ALA No exposure   Direct   0.0000000
## 326   Male   0 - 4            ALA No exposure   Direct   0.0000000
## 327 Female   5 - 9            ALA No exposure   Direct   0.0000000
## 328   Male   5 - 9            ALA No exposure   Direct   0.0000000
## 329 Female 10 - 14            ALA No exposure   Direct   0.0000000
## 330   Male 10 - 14            ALA No exposure   Direct   0.0000000
## 331 Female 15 - 19            ALA No exposure   Direct   0.0000000
## 332   Male 15 - 19            ALA No exposure   Direct   0.0000000
## 333 Female 20 - 24            ALA No exposure   Direct   0.0000000
## 334   Male 20 - 24            ALA No exposure   Direct   0.0000000
## 335 Female 25 - 29            ALA No exposure   Direct   0.0000000
## 336   Male 25 - 29            ALA No exposure   Direct   0.0000000
## 337 Female 30 - 34            ALA No exposure   Direct   0.0000000
## 338   Male 30 - 34            ALA No exposure   Direct   0.0000000
## 339 Female 35 - 39            ALA No exposure   Direct   0.0000000
## 340   Male 35 - 39            ALA No exposure   Direct   0.0000000
## 341 Female 40 - 44            ALA No exposure   Direct   0.0000000
## 342   Male 40 - 44            ALA No exposure   Direct   0.0000000
## 343 Female 45 - 49            ALA No exposure   Direct   0.0000000
## 344   Male 45 - 49            ALA No exposure   Direct   0.0000000
## 345 Female 50 - 54            ALA No exposure   Direct   0.0000000
## 346   Male 50 - 54            ALA No exposure   Direct   0.0000000
## 347 Female 55 - 59            ALA No exposure   Direct   0.0000000
## 348   Male 55 - 59            ALA No exposure   Direct   0.0000000
## 349 Female 60 - 64            ALA No exposure   Direct   0.0000000
## 350   Male 60 - 64            ALA No exposure   Direct   0.0000000
## 351 Female 65 - 69            ALA No exposure   Direct   0.0000000
## 352   Male 65 - 69            ALA No exposure   Direct   0.0000000
## 353 Female 70 - 74            ALA No exposure   Direct   0.0000000
## 354   Male 70 - 74            ALA No exposure   Direct   0.0000000
## 355 Female 75 - 79            ALA No exposure   Direct   0.0000000
## 356   Male 75 - 79            ALA No exposure   Direct   0.0000000
## 357 Female 80 - 84            ALA No exposure   Direct   0.0000000
## 358   Male 80 - 84            ALA No exposure   Direct   0.0000000
## 359 Female     85+            ALA No exposure   Direct   0.0000000
## 360   Male     85+            ALA No exposure   Direct   0.0000000
## 361 Female   0 - 4            DHA No exposure   Direct  30.6406419
## 362   Male   0 - 4            DHA No exposure   Direct  42.9006214
## 363 Female   5 - 9            DHA No exposure   Direct  30.6406419
## 364   Male   5 - 9            DHA No exposure   Direct  42.9006214
## 365 Female 10 - 14            DHA No exposure   Direct  30.6406419
## 366   Male 10 - 14            DHA No exposure   Direct  42.9006214
## 367 Female 15 - 19            DHA No exposure   Direct  30.6406419
## 368   Male 15 - 19            DHA No exposure   Direct  42.9006214
## 369 Female 20 - 24            DHA No exposure   Direct  30.6406419
## 370   Male 20 - 24            DHA No exposure   Direct  42.9006214
## 371 Female 25 - 29            DHA No exposure   Direct  30.6406419
## 372   Male 25 - 29            DHA No exposure   Direct  42.9006214
## 373 Female 30 - 34            DHA No exposure   Direct  30.6406419
## 374   Male 30 - 34            DHA No exposure   Direct  42.9006214
## 375 Female 35 - 39            DHA No exposure   Direct  30.6406419
## 376   Male 35 - 39            DHA No exposure   Direct  42.9006214
## 377 Female 40 - 44            DHA No exposure   Direct  30.6406419
## 378   Male 40 - 44            DHA No exposure   Direct  42.9006214
## 379 Female 45 - 49            DHA No exposure   Direct  30.6406419
## 380   Male 45 - 49            DHA No exposure   Direct  42.9006214
## 381 Female 50 - 54            DHA No exposure   Direct  30.6406419
## 382   Male 50 - 54            DHA No exposure   Direct  42.9006214
## 383 Female 55 - 59            DHA No exposure   Direct  30.6406419
## 384   Male 55 - 59            DHA No exposure   Direct  42.9006214
## 385 Female 60 - 64            DHA No exposure   Direct  30.6406419
## 386   Male 60 - 64            DHA No exposure   Direct  42.9006214
## 387 Female 65 - 69            DHA No exposure   Direct  30.6406419
## 388   Male 65 - 69            DHA No exposure   Direct  42.9006214
## 389 Female 70 - 74            DHA No exposure   Direct  30.6406419
## 390   Male 70 - 74            DHA No exposure   Direct  42.9006214
## 391 Female 75 - 79            DHA No exposure   Direct  30.6406419
## 392   Male 75 - 79            DHA No exposure   Direct  42.9006214
## 393 Female 80 - 84            DHA No exposure   Direct  30.6406419
## 394   Male 80 - 84            DHA No exposure   Direct  42.9006214
## 395 Female     85+            DHA No exposure   Direct  30.6406419
## 396   Male     85+            DHA No exposure   Direct  42.9006214
## 397 Female   0 - 4            EPA No exposure   Direct  30.3422879
## 398   Male   0 - 4            EPA No exposure   Direct  43.1933720
## 399 Female   5 - 9            EPA No exposure   Direct  30.3422879
## 400   Male   5 - 9            EPA No exposure   Direct  43.1933720
## 401 Female 10 - 14            EPA No exposure   Direct  30.3422879
## 402   Male 10 - 14            EPA No exposure   Direct  43.1933720
## 403 Female 15 - 19            EPA No exposure   Direct  30.3422879
## 404   Male 15 - 19            EPA No exposure   Direct  43.1933720
## 405 Female 20 - 24            EPA No exposure   Direct  30.3422879
## 406   Male 20 - 24            EPA No exposure   Direct  43.1933720
## 407 Female 25 - 29            EPA No exposure   Direct  30.3422879
## 408   Male 25 - 29            EPA No exposure   Direct  43.1933720
## 409 Female 30 - 34            EPA No exposure   Direct  30.3422879
## 410   Male 30 - 34            EPA No exposure   Direct  43.1933720
## 411 Female 35 - 39            EPA No exposure   Direct  30.3422879
## 412   Male 35 - 39            EPA No exposure   Direct  43.1933720
## 413 Female 40 - 44            EPA No exposure   Direct  30.3422879
## 414   Male 40 - 44            EPA No exposure   Direct  43.1933720
## 415 Female 45 - 49            EPA No exposure   Direct  30.3422879
## 416   Male 45 - 49            EPA No exposure   Direct  43.1933720
## 417 Female 50 - 54            EPA No exposure   Direct  30.3422879
## 418   Male 50 - 54            EPA No exposure   Direct  43.1933720
## 419 Female 55 - 59            EPA No exposure   Direct  30.3422879
## 420   Male 55 - 59            EPA No exposure   Direct  43.1933720
## 421 Female 60 - 64            EPA No exposure   Direct  30.3422879
## 422   Male 60 - 64            EPA No exposure   Direct  43.1933720
## 423 Female 65 - 69            EPA No exposure   Direct  30.3422879
## 424   Male 65 - 69            EPA No exposure   Direct  43.1933720
## 425 Female 70 - 74            EPA No exposure   Direct  30.3422879
## 426   Male 70 - 74            EPA No exposure   Direct  43.1933720
## 427 Female 75 - 79            EPA No exposure   Direct  30.3422879
## 428   Male 75 - 79            EPA No exposure   Direct  43.1933720
## 429 Female 80 - 84            EPA No exposure   Direct  30.3422879
## 430   Male 80 - 84            EPA No exposure   Direct  43.1933720
## 431 Female     85+            EPA No exposure   Direct  30.3422879
## 432   Male     85+            EPA No exposure   Direct  43.1933720
## 433 Female   0 - 4           Fish No exposure   Direct   0.0000000
## 434   Male   0 - 4           Fish No exposure   Direct   0.0000000
## 435 Female   5 - 9           Fish No exposure   Direct   0.0000000
## 436   Male   5 - 9           Fish No exposure   Direct   0.0000000
## 437 Female 10 - 14           Fish No exposure   Direct   0.0000000
## 438   Male 10 - 14           Fish No exposure   Direct   0.0000000
## 439 Female 15 - 19           Fish No exposure   Direct   0.0000000
## 440   Male 15 - 19           Fish No exposure   Direct   0.0000000
## 441 Female 20 - 24           Fish No exposure   Direct   0.0000000
## 442   Male 20 - 24           Fish No exposure   Direct   0.0000000
## 443 Female 25 - 29           Fish No exposure   Direct   0.0000000
## 444   Male 25 - 29           Fish No exposure   Direct   0.0000000
## 445 Female 30 - 34           Fish No exposure   Direct   0.0000000
## 446   Male 30 - 34           Fish No exposure   Direct   0.0000000
## 447 Female 35 - 39           Fish No exposure   Direct   0.0000000
## 448   Male 35 - 39           Fish No exposure   Direct   0.0000000
## 449 Female 40 - 44           Fish No exposure   Direct   0.0000000
## 450   Male 40 - 44           Fish No exposure   Direct   0.0000000
## 451 Female 45 - 49           Fish No exposure   Direct   0.0000000
## 452   Male 45 - 49           Fish No exposure   Direct   0.0000000
## 453 Female 50 - 54           Fish No exposure   Direct   0.0000000
## 454   Male 50 - 54           Fish No exposure   Direct   0.0000000
## 455 Female 55 - 59           Fish No exposure   Direct   0.0000000
## 456   Male 55 - 59           Fish No exposure   Direct   0.0000000
## 457 Female 60 - 64           Fish No exposure   Direct   0.0000000
## 458   Male 60 - 64           Fish No exposure   Direct   0.0000000
## 459 Female 65 - 69           Fish No exposure   Direct   0.0000000
## 460   Male 65 - 69           Fish No exposure   Direct   0.0000000
## 461 Female 70 - 74           Fish No exposure   Direct   0.0000000
## 462   Male 70 - 74           Fish No exposure   Direct   0.0000000
## 463 Female 75 - 79           Fish No exposure   Direct   0.0000000
## 464   Male 75 - 79           Fish No exposure   Direct   0.0000000
## 465 Female 80 - 84           Fish No exposure   Direct   0.0000000
## 466   Male 80 - 84           Fish No exposure   Direct   0.0000000
## 467 Female     85+           Fish No exposure   Direct   0.0000000
## 468   Male     85+           Fish No exposure   Direct   0.0000000
## 469 Female   0 - 4           MeHg No exposure   Direct   0.0000000
## 470   Male   0 - 4           MeHg No exposure   Direct   0.0000000
## 471 Female   5 - 9           MeHg No exposure   Direct   0.0000000
## 472   Male   5 - 9           MeHg No exposure   Direct   0.0000000
## 473 Female 10 - 14           MeHg No exposure   Direct   0.0000000
## 474   Male 10 - 14           MeHg No exposure   Direct   0.0000000
## 475 Female 15 - 19           MeHg No exposure   Direct   0.0000000
## 476   Male 15 - 19           MeHg No exposure   Direct   0.0000000
## 477 Female 20 - 24           MeHg No exposure   Direct   0.0000000
## 478   Male 20 - 24           MeHg No exposure   Direct   0.0000000
## 479 Female 25 - 29           MeHg No exposure   Direct   0.0000000
## 480   Male 25 - 29           MeHg No exposure   Direct   0.0000000
## 481 Female 30 - 34           MeHg No exposure   Direct   0.0000000
## 482   Male 30 - 34           MeHg No exposure   Direct   0.0000000
## 483 Female 35 - 39           MeHg No exposure   Direct   0.0000000
## 484   Male 35 - 39           MeHg No exposure   Direct   0.0000000
## 485 Female 40 - 44           MeHg No exposure   Direct   0.0000000
## 486   Male 40 - 44           MeHg No exposure   Direct   0.0000000
## 487 Female 45 - 49           MeHg No exposure   Direct   0.0000000
## 488   Male 45 - 49           MeHg No exposure   Direct   0.0000000
## 489 Female 50 - 54           MeHg No exposure   Direct   0.0000000
## 490   Male 50 - 54           MeHg No exposure   Direct   0.0000000
## 491 Female 55 - 59           MeHg No exposure   Direct   0.0000000
## 492   Male 55 - 59           MeHg No exposure   Direct   0.0000000
## 493 Female 60 - 64           MeHg No exposure   Direct   0.0000000
## 494   Male 60 - 64           MeHg No exposure   Direct   0.0000000
## 495 Female 65 - 69           MeHg No exposure   Direct   0.0000000
## 496   Male 65 - 69           MeHg No exposure   Direct   0.0000000
## 497 Female 70 - 74           MeHg No exposure   Direct   0.0000000
## 498   Male 70 - 74           MeHg No exposure   Direct   0.0000000
## 499 Female 75 - 79           MeHg No exposure   Direct   0.0000000
## 500   Male 75 - 79           MeHg No exposure   Direct   0.0000000
## 501 Female 80 - 84           MeHg No exposure   Direct   0.0000000
## 502   Male 80 - 84           MeHg No exposure   Direct   0.0000000
## 503 Female     85+           MeHg No exposure   Direct   0.0000000
## 504   Male     85+           MeHg No exposure   Direct   0.0000000
## 505 Female   0 - 4         Omega3 No exposure   Direct  58.4009844
## 506   Male   0 - 4         Omega3 No exposure   Direct  86.7258312
## 507 Female   5 - 9         Omega3 No exposure   Direct  58.4009844
## 508   Male   5 - 9         Omega3 No exposure   Direct  86.7258312
## 509 Female 10 - 14         Omega3 No exposure   Direct  58.4009844
## 510   Male 10 - 14         Omega3 No exposure   Direct  86.7258312
## 511 Female 15 - 19         Omega3 No exposure   Direct  58.4009844
## 512   Male 15 - 19         Omega3 No exposure   Direct  86.7258312
## 513 Female 20 - 24         Omega3 No exposure   Direct  58.4009844
## 514   Male 20 - 24         Omega3 No exposure   Direct  86.7258312
## 515 Female 25 - 29         Omega3 No exposure   Direct  58.4009844
## 516   Male 25 - 29         Omega3 No exposure   Direct  86.7258312
## 517 Female 30 - 34         Omega3 No exposure   Direct  58.4009844
## 518   Male 30 - 34         Omega3 No exposure   Direct  86.7258312
## 519 Female 35 - 39         Omega3 No exposure   Direct  58.4009844
## 520   Male 35 - 39         Omega3 No exposure   Direct  86.7258312
## 521 Female 40 - 44         Omega3 No exposure   Direct  58.4009844
## 522   Male 40 - 44         Omega3 No exposure   Direct  86.7258312
## 523 Female 45 - 49         Omega3 No exposure   Direct  58.4009844
## 524   Male 45 - 49         Omega3 No exposure   Direct  86.7258312
## 525 Female 50 - 54         Omega3 No exposure   Direct  58.4009844
## 526   Male 50 - 54         Omega3 No exposure   Direct  86.7258312
## 527 Female 55 - 59         Omega3 No exposure   Direct  58.4009844
## 528   Male 55 - 59         Omega3 No exposure   Direct  86.7258312
## 529 Female 60 - 64         Omega3 No exposure   Direct  58.4009844
## 530   Male 60 - 64         Omega3 No exposure   Direct  86.7258312
## 531 Female 65 - 69         Omega3 No exposure   Direct  58.4009844
## 532   Male 65 - 69         Omega3 No exposure   Direct  86.7258312
## 533 Female 70 - 74         Omega3 No exposure   Direct  58.4009844
## 534   Male 70 - 74         Omega3 No exposure   Direct  86.7258312
## 535 Female 75 - 79         Omega3 No exposure   Direct  58.4009844
## 536   Male 75 - 79         Omega3 No exposure   Direct  86.7258312
## 537 Female 80 - 84         Omega3 No exposure   Direct  58.4009844
## 538   Male 80 - 84         Omega3 No exposure   Direct  86.7258312
## 539 Female     85+         Omega3 No exposure   Direct  58.4009844
## 540   Male     85+         Omega3 No exposure   Direct  86.7258312
## 541 Female   0 - 4           PFAS No exposure   Direct   0.0000000
## 542   Male   0 - 4           PFAS No exposure   Direct   0.0000000
## 543 Female   5 - 9           PFAS No exposure   Direct   0.0000000
## 544   Male   5 - 9           PFAS No exposure   Direct   0.0000000
## 545 Female 10 - 14           PFAS No exposure   Direct   0.0000000
## 546   Male 10 - 14           PFAS No exposure   Direct   0.0000000
## 547 Female 15 - 19           PFAS No exposure   Direct   0.0000000
## 548   Male 15 - 19           PFAS No exposure   Direct   0.0000000
## 549 Female 20 - 24           PFAS No exposure   Direct   0.0000000
## 550   Male 20 - 24           PFAS No exposure   Direct   0.0000000
## 551 Female 25 - 29           PFAS No exposure   Direct   0.0000000
## 552   Male 25 - 29           PFAS No exposure   Direct   0.0000000
## 553 Female 30 - 34           PFAS No exposure   Direct   0.0000000
## 554   Male 30 - 34           PFAS No exposure   Direct   0.0000000
## 555 Female 35 - 39           PFAS No exposure   Direct   0.0000000
## 556   Male 35 - 39           PFAS No exposure   Direct   0.0000000
## 557 Female 40 - 44           PFAS No exposure   Direct   0.0000000
## 558   Male 40 - 44           PFAS No exposure   Direct   0.0000000
## 559 Female 45 - 49           PFAS No exposure   Direct   0.0000000
## 560   Male 45 - 49           PFAS No exposure   Direct   0.0000000
## 561 Female 50 - 54           PFAS No exposure   Direct   0.0000000
## 562   Male 50 - 54           PFAS No exposure   Direct   0.0000000
## 563 Female 55 - 59           PFAS No exposure   Direct   0.0000000
## 564   Male 55 - 59           PFAS No exposure   Direct   0.0000000
## 565 Female 60 - 64           PFAS No exposure   Direct   0.0000000
## 566   Male 60 - 64           PFAS No exposure   Direct   0.0000000
## 567 Female 65 - 69           PFAS No exposure   Direct   0.0000000
## 568   Male 65 - 69           PFAS No exposure   Direct   0.0000000
## 569 Female 70 - 74           PFAS No exposure   Direct   0.0000000
## 570   Male 70 - 74           PFAS No exposure   Direct   0.0000000
## 571 Female 75 - 79           PFAS No exposure   Direct   0.0000000
## 572   Male 75 - 79           PFAS No exposure   Direct   0.0000000
## 573 Female 80 - 84           PFAS No exposure   Direct   0.0000000
## 574   Male 80 - 84           PFAS No exposure   Direct   0.0000000
## 575 Female     85+           PFAS No exposure   Direct   0.0000000
## 576   Male     85+           PFAS No exposure   Direct   0.0000000
## 577 Female   0 - 4            TEQ No exposure   Direct   0.0000000
## 578   Male   0 - 4            TEQ No exposure   Direct   0.0000000
## 579 Female   5 - 9            TEQ No exposure   Direct   0.0000000
## 580   Male   5 - 9            TEQ No exposure   Direct   0.0000000
## 581 Female 10 - 14            TEQ No exposure   Direct   0.0000000
## 582   Male 10 - 14            TEQ No exposure   Direct   0.0000000
## 583 Female 15 - 19            TEQ No exposure   Direct   0.0000000
## 584   Male 15 - 19            TEQ No exposure   Direct   0.0000000
## 585 Female 20 - 24            TEQ No exposure   Direct   0.0000000
## 586   Male 20 - 24            TEQ No exposure   Direct   0.0000000
## 587 Female 25 - 29            TEQ No exposure   Direct   0.0000000
## 588   Male 25 - 29            TEQ No exposure   Direct   0.0000000
## 589 Female 30 - 34            TEQ No exposure   Direct   0.0000000
## 590   Male 30 - 34            TEQ No exposure   Direct   0.0000000
## 591 Female 35 - 39            TEQ No exposure   Direct   0.0000000
## 592   Male 35 - 39            TEQ No exposure   Direct   0.0000000
## 593 Female 40 - 44            TEQ No exposure   Direct   0.0000000
## 594   Male 40 - 44            TEQ No exposure   Direct   0.0000000
## 595 Female 45 - 49            TEQ No exposure   Direct   0.0000000
## 596   Male 45 - 49            TEQ No exposure   Direct   0.0000000
## 597 Female 50 - 54            TEQ No exposure   Direct   0.0000000
## 598   Male 50 - 54            TEQ No exposure   Direct   0.0000000
## 599 Female 55 - 59            TEQ No exposure   Direct   0.0000000
## 600   Male 55 - 59            TEQ No exposure   Direct   0.0000000
## 601 Female 60 - 64            TEQ No exposure   Direct   0.0000000
## 602   Male 60 - 64            TEQ No exposure   Direct   0.0000000
## 603 Female 65 - 69            TEQ No exposure   Direct   0.0000000
## 604   Male 65 - 69            TEQ No exposure   Direct   0.0000000
## 605 Female 70 - 74            TEQ No exposure   Direct   0.0000000
## 606   Male 70 - 74            TEQ No exposure   Direct   0.0000000
## 607 Female 75 - 79            TEQ No exposure   Direct   0.0000000
## 608   Male 75 - 79            TEQ No exposure   Direct   0.0000000
## 609 Female 80 - 84            TEQ No exposure   Direct   0.0000000
## 610   Male 80 - 84            TEQ No exposure   Direct   0.0000000
## 611 Female     85+            TEQ No exposure   Direct   0.0000000
## 612   Male     85+            TEQ No exposure   Direct   0.0000000
## 613 Female   0 - 4      Vitamin D No exposure   Direct   2.7970259
## 614   Male   0 - 4      Vitamin D No exposure   Direct   4.5730839
## 615 Female   5 - 9      Vitamin D No exposure   Direct   2.7970259
## 616   Male   5 - 9      Vitamin D No exposure   Direct   4.5730839
## 617 Female 10 - 14      Vitamin D No exposure   Direct   2.7970259
## 618   Male 10 - 14      Vitamin D No exposure   Direct   4.5730839
## 619 Female 15 - 19      Vitamin D No exposure   Direct   2.7970259
## 620   Male 15 - 19      Vitamin D No exposure   Direct   4.5730839
## 621 Female 20 - 24      Vitamin D No exposure   Direct   2.7970259
## 622   Male 20 - 24      Vitamin D No exposure   Direct   4.5730839
## 623 Female 25 - 29      Vitamin D No exposure   Direct   2.7970259
## 624   Male 25 - 29      Vitamin D No exposure   Direct   4.5730839
## 625 Female 30 - 34      Vitamin D No exposure   Direct   2.7970259
## 626   Male 30 - 34      Vitamin D No exposure   Direct   4.5730839
## 627 Female 35 - 39      Vitamin D No exposure   Direct   2.7970259
## 628   Male 35 - 39      Vitamin D No exposure   Direct   4.5730839
## 629 Female 40 - 44      Vitamin D No exposure   Direct   2.7970259
## 630   Male 40 - 44      Vitamin D No exposure   Direct   4.5730839
## 631 Female 45 - 49      Vitamin D No exposure   Direct   2.7970259
## 632   Male 45 - 49      Vitamin D No exposure   Direct   4.5730839
## 633 Female 50 - 54      Vitamin D No exposure   Direct   2.7970259
## 634   Male 50 - 54      Vitamin D No exposure   Direct   4.5730839
## 635 Female 55 - 59      Vitamin D No exposure   Direct   2.7970259
## 636   Male 55 - 59      Vitamin D No exposure   Direct   4.5730839
## 637 Female 60 - 64      Vitamin D No exposure   Direct   2.7970259
## 638   Male 60 - 64      Vitamin D No exposure   Direct   4.5730839
## 639 Female 65 - 69      Vitamin D No exposure   Direct   2.7970259
## 640   Male 65 - 69      Vitamin D No exposure   Direct   4.5730839
## 641 Female 70 - 74      Vitamin D No exposure   Direct   2.7970259
## 642   Male 70 - 74      Vitamin D No exposure   Direct   4.5730839
## 643 Female 75 - 79      Vitamin D No exposure   Direct   2.7970259
## 644   Male 75 - 79      Vitamin D No exposure   Direct   4.5730839
## 645 Female 80 - 84      Vitamin D No exposure   Direct   2.7970259
## 646   Male 80 - 84      Vitamin D No exposure   Direct   4.5730839
## 647 Female     85+      Vitamin D No exposure   Direct   2.7970259
## 648   Male     85+      Vitamin D No exposure   Direct   4.5730839
## 649 Female   0 - 4           MeHg         BAU To child   0.6337895
## 650   Male   0 - 4           MeHg         BAU To child   0.6337895
## 651 Female   0 - 4           PFAS         BAU To child  16.3916432
## 652   Male   0 - 4           PFAS         BAU To child  16.3916432
## 653 Female   0 - 4            TEQ         BAU To child  12.1246605
## 654   Male   0 - 4            TEQ         BAU To child  12.1246605
## 655 Female   0 - 4           MeHg No exposure To child   0.0000000
## 656   Male   0 - 4           MeHg No exposure To child   0.0000000
## 657 Female   0 - 4           PFAS No exposure To child   0.0000000
## 658   Male   0 - 4           PFAS No exposure To child   0.0000000
## 659 Female   0 - 4            TEQ No exposure To child   0.0000000
## 660   Male   0 - 4            TEQ No exposure To child   0.0000000
#oprint(summary(fish_proportion,"mean"))
oprint(summary(incidence,"mean"))
##                    Response   Age Adjust  mean
## 1         Immunosuppression 0 - 4    BAU 4.810
## 2 Loss in child's IQ points 0 - 4    BAU 5.960
## 3       Sperm concentration 0 - 4    BAU 0.070
## 4   Yes or no dental defect 0 - 4    BAU 0.224
## 5         Immunosuppression 5 - 9    BAU 3.950
oprint(summary(PAF,"mean"))
##     Exposure_agent                  Response Gender     Age Adjust         mean
## 1              DHA Loss in child's IQ points Female   0 - 4    BAU -0.004721420
## 2             MeHg Loss in child's IQ points Female   0 - 4    BAU  0.128074038
## 3              TEQ   Cancer morbidity yearly Female   0 - 4    BAU  0.001384410
## 4              TEQ       Sperm concentration Female   0 - 4    BAU  0.058395848
## 5              TEQ   Yes or no dental defect Female   0 - 4    BAU  0.389210523
## 6             PFAS         Immunosuppression Female   0 - 4    BAU  0.004336540
## 7        Vitamin D  Vitamin D recommendation Female   0 - 4    BAU -0.009090909
## 8             Fish       All-cause mortality Female   0 - 4    BAU -0.011580347
## 9           Omega3             Breast cancer Female   0 - 4    BAU -0.030265713
## 10            Fish                Depression Female   0 - 4    BAU -0.028261210
## 11          Omega3            CHD2 mortality Female   0 - 4    BAU -0.019187376
## 12             DHA Loss in child's IQ points   Male   0 - 4    BAU -0.006387804
## 13            MeHg Loss in child's IQ points   Male   0 - 4    BAU  0.148138375
## 14             TEQ   Cancer morbidity yearly   Male   0 - 4    BAU  0.001777796
## 15             TEQ       Sperm concentration   Male   0 - 4    BAU  0.075235107
## 16             TEQ   Yes or no dental defect   Male   0 - 4    BAU  0.500437986
## 17            PFAS         Immunosuppression   Male   0 - 4    BAU  0.005477045
## 18       Vitamin D  Vitamin D recommendation   Male   0 - 4    BAU -0.127272727
## 19            Fish       All-cause mortality   Male   0 - 4    BAU -0.015540768
## 20          Omega3             Breast cancer   Male   0 - 4    BAU -0.039458980
## 21            Fish                Depression   Male   0 - 4    BAU -0.037436983
## 22          Omega3            CHD2 mortality   Male   0 - 4    BAU -0.018572977
## 23             TEQ   Cancer morbidity yearly Female   5 - 9    BAU  0.002900229
## 24            PFAS         Immunosuppression Female   5 - 9    BAU  0.011283088
## 25       Vitamin D  Vitamin D recommendation Female   5 - 9    BAU -0.281818182
## 26            Fish       All-cause mortality Female   5 - 9    BAU -0.035143459
## 27          Omega3             Breast cancer Female   5 - 9    BAU -0.075665671
## 28            Fish                Depression Female   5 - 9    BAU -0.078054689
## 29          Omega3            CHD2 mortality Female   5 - 9    BAU -0.031505195
## 30             TEQ   Cancer morbidity yearly   Male   5 - 9    BAU  0.003923840
## 31            PFAS         Immunosuppression   Male   5 - 9    BAU  0.015265355
## 32       Vitamin D  Vitamin D recommendation   Male   5 - 9    BAU -0.845454545
## 33            Fish       All-cause mortality   Male   5 - 9    BAU -0.046582725
## 34          Omega3             Breast cancer   Male   5 - 9    BAU -0.095621386
## 35            Fish                Depression   Male   5 - 9    BAU -0.100975373
## 36          Omega3            CHD2 mortality   Male   5 - 9    BAU -0.028574994
## 37             TEQ   Cancer morbidity yearly Female 10 - 14    BAU  0.003376109
## 38       Vitamin D  Vitamin D recommendation Female 10 - 14    BAU -0.045454545
## 39            Fish       All-cause mortality Female 10 - 14    BAU -0.033262811
## 40          Omega3             Breast cancer Female 10 - 14    BAU -0.090702271
## 41            Fish                Depression Female 10 - 14    BAU -0.077930509
## 42          Omega3            CHD2 mortality Female 10 - 14    BAU -0.036557512
## 43             TEQ   Cancer morbidity yearly   Male 10 - 14    BAU  0.004567676
## 44       Vitamin D  Vitamin D recommendation   Male 10 - 14    BAU -0.745454545
## 45            Fish       All-cause mortality   Male 10 - 14    BAU -0.044375283
## 46          Omega3             Breast cancer   Male 10 - 14    BAU -0.112829173
## 47            Fish                Depression   Male 10 - 14    BAU -0.101703069
## 48          Omega3            CHD2 mortality   Male 10 - 14    BAU -0.033077249
## 49             TEQ   Cancer morbidity yearly Female 15 - 19    BAU  0.003376109
## 50       Vitamin D  Vitamin D recommendation Female 15 - 19    BAU -0.045454545
## 51            Fish       All-cause mortality Female 15 - 19    BAU -0.033262811
## 52          Omega3             Breast cancer Female 15 - 19    BAU -0.090702271
## 53            Fish                Depression Female 15 - 19    BAU -0.077930509
## 54          Omega3            CHD2 mortality Female 15 - 19    BAU -0.036557512
## 55             TEQ   Cancer morbidity yearly   Male 15 - 19    BAU  0.004567676
## 56       Vitamin D  Vitamin D recommendation   Male 15 - 19    BAU -0.745454545
## 57            Fish       All-cause mortality   Male 15 - 19    BAU -0.044375283
## 58          Omega3             Breast cancer   Male 15 - 19    BAU -0.112829173
## 59            Fish                Depression   Male 15 - 19    BAU -0.101703069
## 60          Omega3            CHD2 mortality   Male 15 - 19    BAU -0.033077249
## 61             TEQ   Cancer morbidity yearly Female 20 - 24    BAU  0.006934181
## 62       Vitamin D  Vitamin D recommendation Female 20 - 24    BAU -0.672727273
## 63            Fish       All-cause mortality Female 20 - 24    BAU -0.057573972
## 64          Omega3             Breast cancer Female 20 - 24    BAU -0.134965672
## 65            Fish                Depression Female 20 - 24    BAU -0.126064943
## 66          Omega3            CHD2 mortality Female 20 - 24    BAU -0.033692313
## 67             TEQ   Cancer morbidity yearly   Male 20 - 24    BAU  0.009381539
## 68       Vitamin D  Vitamin D recommendation   Male 20 - 24    BAU -1.281818182
## 69            Fish       All-cause mortality   Male 20 - 24    BAU -0.075360865
## 70          Omega3             Breast cancer   Male 20 - 24    BAU -0.162580186
## 71            Fish                Depression   Male 20 - 24    BAU -0.157909152
## 72          Omega3            CHD2 mortality   Male 20 - 24    BAU -0.030288531
## 73             TEQ   Cancer morbidity yearly Female 25 - 29    BAU  0.006934181
## 74       Vitamin D  Vitamin D recommendation Female 25 - 29    BAU -0.672727273
## 75            Fish       All-cause mortality Female 25 - 29    BAU -0.057573972
## 76          Omega3             Breast cancer Female 25 - 29    BAU -0.134965672
## 77            Fish                Depression Female 25 - 29    BAU -0.126064943
## 78          Omega3            CHD2 mortality Female 25 - 29    BAU -0.033692313
## 79             TEQ   Cancer morbidity yearly   Male 25 - 29    BAU  0.009381539
## 80       Vitamin D  Vitamin D recommendation   Male 25 - 29    BAU -1.281818182
## 81            Fish       All-cause mortality   Male 25 - 29    BAU -0.075360865
## 82          Omega3             Breast cancer   Male 25 - 29    BAU -0.162580186
## 83            Fish                Depression   Male 25 - 29    BAU -0.157909152
## 84          Omega3            CHD2 mortality   Male 25 - 29    BAU -0.030288531
## 85             TEQ   Cancer morbidity yearly Female 30 - 34    BAU  0.006934181
## 86       Vitamin D  Vitamin D recommendation Female 30 - 34    BAU -0.672727273
## 87            Fish       All-cause mortality Female 30 - 34    BAU -0.057573972
## 88          Omega3             Breast cancer Female 30 - 34    BAU -0.134965672
## 89            Fish                Depression Female 30 - 34    BAU -0.126064943
## 90          Omega3            CHD2 mortality Female 30 - 34    BAU -0.033692313
## 91             TEQ   Cancer morbidity yearly   Male 30 - 34    BAU  0.009381539
## 92       Vitamin D  Vitamin D recommendation   Male 30 - 34    BAU -1.281818182
## 93            Fish       All-cause mortality   Male 30 - 34    BAU -0.075360865
## 94          Omega3             Breast cancer   Male 30 - 34    BAU -0.162580186
## 95            Fish                Depression   Male 30 - 34    BAU -0.157909152
## 96          Omega3            CHD2 mortality   Male 30 - 34    BAU -0.030288531
## 97             TEQ   Cancer morbidity yearly Female 35 - 39    BAU  0.006934181
## 98       Vitamin D  Vitamin D recommendation Female 35 - 39    BAU -0.672727273
## 99            Fish       All-cause mortality Female 35 - 39    BAU -0.057573972
## 100         Omega3             Breast cancer Female 35 - 39    BAU -0.134965672
## 101           Fish                Depression Female 35 - 39    BAU -0.126064943
## 102         Omega3            CHD2 mortality Female 35 - 39    BAU -0.033692313
## 103            TEQ   Cancer morbidity yearly   Male 35 - 39    BAU  0.009381539
## 104      Vitamin D  Vitamin D recommendation   Male 35 - 39    BAU -1.281818182
## 105           Fish       All-cause mortality   Male 35 - 39    BAU -0.075360865
## 106         Omega3             Breast cancer   Male 35 - 39    BAU -0.162580186
## 107           Fish                Depression   Male 35 - 39    BAU -0.157909152
## 108         Omega3            CHD2 mortality   Male 35 - 39    BAU -0.030288531
## 109            TEQ   Cancer morbidity yearly Female 40 - 44    BAU  0.006934181
## 110      Vitamin D  Vitamin D recommendation Female 40 - 44    BAU -0.672727273
## 111           Fish       All-cause mortality Female 40 - 44    BAU -0.057573972
## 112         Omega3             Breast cancer Female 40 - 44    BAU -0.134965672
## 113           Fish                Depression Female 40 - 44    BAU -0.126064943
## 114         Omega3            CHD2 mortality Female 40 - 44    BAU -0.033692313
## 115            TEQ   Cancer morbidity yearly   Male 40 - 44    BAU  0.009381539
## 116      Vitamin D  Vitamin D recommendation   Male 40 - 44    BAU -1.281818182
## 117           Fish       All-cause mortality   Male 40 - 44    BAU -0.075360865
## 118         Omega3             Breast cancer   Male 40 - 44    BAU -0.162580186
## 119           Fish                Depression   Male 40 - 44    BAU -0.157909152
## 120         Omega3            CHD2 mortality   Male 40 - 44    BAU -0.030288531
## 121            TEQ   Cancer morbidity yearly Female 45 - 49    BAU  0.006934181
## 122      Vitamin D  Vitamin D recommendation Female 45 - 49    BAU -0.672727273
## 123           Fish       All-cause mortality Female 45 - 49    BAU -0.057573972
## 124         Omega3             Breast cancer Female 45 - 49    BAU -0.134965672
## 125           Fish                Depression Female 45 - 49    BAU -0.126064943
## 126         Omega3            CHD2 mortality Female 45 - 49    BAU -0.033692313
## 127            TEQ   Cancer morbidity yearly   Male 45 - 49    BAU  0.009381539
## 128      Vitamin D  Vitamin D recommendation   Male 45 - 49    BAU -1.281818182
## 129           Fish       All-cause mortality   Male 45 - 49    BAU -0.075360865
## 130         Omega3             Breast cancer   Male 45 - 49    BAU -0.162580186
## 131           Fish                Depression   Male 45 - 49    BAU -0.157909152
## 132         Omega3            CHD2 mortality   Male 45 - 49    BAU -0.030288531
## 133            TEQ   Cancer morbidity yearly Female 50 - 54    BAU  0.006934181
## 134      Vitamin D  Vitamin D recommendation Female 50 - 54    BAU -0.672727273
## 135           Fish       All-cause mortality Female 50 - 54    BAU -0.057573972
## 136         Omega3             Breast cancer Female 50 - 54    BAU -0.134965672
## 137           Fish                Depression Female 50 - 54    BAU -0.126064943
## 138         Omega3            CHD2 mortality Female 50 - 54    BAU -0.033692313
## 139            TEQ   Cancer morbidity yearly   Male 50 - 54    BAU  0.009381539
## 140      Vitamin D  Vitamin D recommendation   Male 50 - 54    BAU -1.281818182
## 141           Fish       All-cause mortality   Male 50 - 54    BAU -0.075360865
## 142         Omega3             Breast cancer   Male 50 - 54    BAU -0.162580186
## 143           Fish                Depression   Male 50 - 54    BAU -0.157909152
## 144         Omega3            CHD2 mortality   Male 50 - 54    BAU -0.030288531
## 145            TEQ   Cancer morbidity yearly Female 55 - 59    BAU  0.006934181
## 146      Vitamin D  Vitamin D recommendation Female 55 - 59    BAU -0.672727273
## 147           Fish       All-cause mortality Female 55 - 59    BAU -0.057573972
## 148         Omega3             Breast cancer Female 55 - 59    BAU -0.134965672
## 149           Fish                Depression Female 55 - 59    BAU -0.126064943
## 150         Omega3            CHD2 mortality Female 55 - 59    BAU -0.033692313
## 151            TEQ   Cancer morbidity yearly   Male 55 - 59    BAU  0.009381539
## 152      Vitamin D  Vitamin D recommendation   Male 55 - 59    BAU -1.281818182
## 153           Fish       All-cause mortality   Male 55 - 59    BAU -0.075360865
## 154         Omega3             Breast cancer   Male 55 - 59    BAU -0.162580186
## 155           Fish                Depression   Male 55 - 59    BAU -0.157909152
## 156         Omega3            CHD2 mortality   Male 55 - 59    BAU -0.030288531
## 157            TEQ   Cancer morbidity yearly Female 60 - 64    BAU  0.006934181
## 158      Vitamin D  Vitamin D recommendation Female 60 - 64    BAU -0.672727273
## 159           Fish       All-cause mortality Female 60 - 64    BAU -0.057573972
## 160         Omega3             Breast cancer Female 60 - 64    BAU -0.134965672
## 161           Fish                Depression Female 60 - 64    BAU -0.126064943
## 162         Omega3            CHD2 mortality Female 60 - 64    BAU -0.033692313
## 163            TEQ   Cancer morbidity yearly   Male 60 - 64    BAU  0.009381539
## 164      Vitamin D  Vitamin D recommendation   Male 60 - 64    BAU -1.281818182
## 165           Fish       All-cause mortality   Male 60 - 64    BAU -0.075360865
## 166         Omega3             Breast cancer   Male 60 - 64    BAU -0.162580186
## 167           Fish                Depression   Male 60 - 64    BAU -0.157909152
## 168         Omega3            CHD2 mortality   Male 60 - 64    BAU -0.030288531
## 169            TEQ   Cancer morbidity yearly Female 65 - 69    BAU  0.009866242
## 170      Vitamin D  Vitamin D recommendation Female 65 - 69    BAU -0.945454545
## 171           Fish       All-cause mortality Female 65 - 69    BAU -0.074614282
## 172         Omega3             Breast cancer Female 65 - 69    BAU -0.181193812
## 173           Fish                Depression Female 65 - 69    BAU -0.152803764
## 174         Omega3            CHD2 mortality Female 65 - 69    BAU -0.037372452
## 175            TEQ   Cancer morbidity yearly   Male 65 - 69    BAU  0.013348445
## 176      Vitamin D  Vitamin D recommendation   Male 65 - 69    BAU -1.481818182
## 177           Fish       All-cause mortality   Male 65 - 69    BAU -0.096424526
## 178         Omega3             Breast cancer   Male 65 - 69    BAU -0.212338059
## 179           Fish                Depression   Male 65 - 69    BAU -0.187953042
## 180         Omega3            CHD2 mortality   Male 65 - 69    BAU -0.030928534
## 181            TEQ   Cancer morbidity yearly Female 70 - 74    BAU  0.009866242
## 182      Vitamin D  Vitamin D recommendation Female 70 - 74    BAU -0.945454545
## 183           Fish       All-cause mortality Female 70 - 74    BAU -0.074614282
## 184         Omega3             Breast cancer Female 70 - 74    BAU -0.181193812
## 185           Fish                Depression Female 70 - 74    BAU -0.152803764
## 186         Omega3            CHD2 mortality Female 70 - 74    BAU -0.037372452
## 187            TEQ   Cancer morbidity yearly   Male 70 - 74    BAU  0.013348445
## 188      Vitamin D  Vitamin D recommendation   Male 70 - 74    BAU -1.481818182
## 189           Fish       All-cause mortality   Male 70 - 74    BAU -0.096424526
## 190         Omega3             Breast cancer   Male 70 - 74    BAU -0.212338059
## 191           Fish                Depression   Male 70 - 74    BAU -0.187953042
## 192         Omega3            CHD2 mortality   Male 70 - 74    BAU -0.030928534
## 193            TEQ   Cancer morbidity yearly Female 75 - 79    BAU  0.009866242
## 194      Vitamin D  Vitamin D recommendation Female 75 - 79    BAU -0.945454545
## 195           Fish       All-cause mortality Female 75 - 79    BAU -0.074614282
## 196         Omega3             Breast cancer Female 75 - 79    BAU -0.181193812
## 197           Fish                Depression Female 75 - 79    BAU -0.152803764
## 198         Omega3            CHD2 mortality Female 75 - 79    BAU -0.037372452
## 199            TEQ   Cancer morbidity yearly   Male 75 - 79    BAU  0.013348445
## 200      Vitamin D  Vitamin D recommendation   Male 75 - 79    BAU -1.481818182
## 201           Fish       All-cause mortality   Male 75 - 79    BAU -0.096424526
## 202         Omega3             Breast cancer   Male 75 - 79    BAU -0.212338059
## 203           Fish                Depression   Male 75 - 79    BAU -0.187953042
## 204         Omega3            CHD2 mortality   Male 75 - 79    BAU -0.030928534
## 205            TEQ   Cancer morbidity yearly Female 80 - 84    BAU  0.009866242
## 206      Vitamin D  Vitamin D recommendation Female 80 - 84    BAU -0.945454545
## 207           Fish       All-cause mortality Female 80 - 84    BAU -0.074614282
## 208         Omega3             Breast cancer Female 80 - 84    BAU -0.181193812
## 209           Fish                Depression Female 80 - 84    BAU -0.152803764
## 210         Omega3            CHD2 mortality Female 80 - 84    BAU -0.037372452
## 211            TEQ   Cancer morbidity yearly   Male 80 - 84    BAU  0.013348445
## 212      Vitamin D  Vitamin D recommendation   Male 80 - 84    BAU -1.481818182
## 213           Fish       All-cause mortality   Male 80 - 84    BAU -0.096424526
## 214         Omega3             Breast cancer   Male 80 - 84    BAU -0.212338059
## 215           Fish                Depression   Male 80 - 84    BAU -0.187953042
## 216         Omega3            CHD2 mortality   Male 80 - 84    BAU -0.030928534
## 217            TEQ   Cancer morbidity yearly Female     85+    BAU  0.009866242
## 218      Vitamin D  Vitamin D recommendation Female     85+    BAU -0.945454545
## 219           Fish       All-cause mortality Female     85+    BAU -0.074614282
## 220         Omega3             Breast cancer Female     85+    BAU -0.181193812
## 221           Fish                Depression Female     85+    BAU -0.152803764
## 222         Omega3            CHD2 mortality Female     85+    BAU -0.037372452
## 223            TEQ   Cancer morbidity yearly   Male     85+    BAU  0.013348445
## 224      Vitamin D  Vitamin D recommendation   Male     85+    BAU -1.481818182
## 225           Fish       All-cause mortality   Male     85+    BAU -0.096424526
## 226         Omega3             Breast cancer   Male     85+    BAU -0.212338059
## 227           Fish                Depression   Male     85+    BAU -0.187953042
## 228         Omega3            CHD2 mortality   Male     85+    BAU -0.030928534
oprint(summary(population,"mean"))
##    Gender       Age    mean
## 1  Female     0 - 4  125040
## 2    Male     0 - 4  130884
## 3  Female     5 - 9  149633
## 4    Male     5 - 9  156654
## 5  Female   10 - 14  151113
## 6    Male   10 - 14  157712
## 7  Female   15 - 19  144441
## 8    Male   15 - 19  152230
## 9  Female   20 - 24  152265
## 10   Male   20 - 24  161679
## 11 Female   25 - 29  172593
## 12   Male   25 - 29  183092
## 13 Female   30 - 34  169653
## 14   Male   30 - 34  181115
## 15 Female   35 - 39  174660
## 16   Male   35 - 39  186122
## 17 Female   40 - 44  168547
## 18   Male   40 - 44  177928
## 19 Female   45 - 49  154391
## 20   Male   45 - 49  159982
## 21 Female   50 - 54  176612
## 22   Male   50 - 54  179182
## 23 Female   55 - 59  185152
## 24   Male   55 - 59  183719
## 25 Female   60 - 64  183336
## 26   Male   60 - 64  176283
## 27 Female   65 - 69  185685
## 28   Male   65 - 69  171275
## 29 Female   70 - 74  186034
## 30   Male   70 - 74  163697
## 31 Female   75 - 79  118190
## 32   Male   75 - 79   93987
## 33 Female   80 - 84   96256
## 34   Male   80 - 84   65140
## 35 Female       85+  103429
## 36   Male       85+   47581
## 37 Female Undefined 2797030
## 38   Male Undefined 2728262
oprint(summary(RR,"mean"))
##     Exposure_agent            Response   ER_function Scaling Gender     Age
## 1             Fish All-cause mortality            RR    None Female   0 - 4
## 2           Omega3       Breast cancer            RR    None Female   0 - 4
## 3             Fish          Depression            RR    None Female   0 - 4
## 4           Omega3      CHD2 mortality Relative Hill    None Female   0 - 4
## 5             Fish All-cause mortality            RR    None   Male   0 - 4
## 6           Omega3       Breast cancer            RR    None   Male   0 - 4
## 7             Fish          Depression            RR    None   Male   0 - 4
## 8           Omega3      CHD2 mortality Relative Hill    None   Male   0 - 4
## 9             Fish All-cause mortality            RR    None Female   5 - 9
## 10          Omega3       Breast cancer            RR    None Female   5 - 9
## 11            Fish          Depression            RR    None Female   5 - 9
## 12          Omega3      CHD2 mortality Relative Hill    None Female   5 - 9
## 13            Fish All-cause mortality            RR    None   Male   5 - 9
## 14          Omega3       Breast cancer            RR    None   Male   5 - 9
## 15            Fish          Depression            RR    None   Male   5 - 9
## 16          Omega3      CHD2 mortality Relative Hill    None   Male   5 - 9
## 17            Fish All-cause mortality            RR    None Female 10 - 14
## 18          Omega3       Breast cancer            RR    None Female 10 - 14
## 19            Fish          Depression            RR    None Female 10 - 14
## 20          Omega3      CHD2 mortality Relative Hill    None Female 10 - 14
## 21            Fish All-cause mortality            RR    None   Male 10 - 14
## 22          Omega3       Breast cancer            RR    None   Male 10 - 14
## 23            Fish          Depression            RR    None   Male 10 - 14
## 24          Omega3      CHD2 mortality Relative Hill    None   Male 10 - 14
## 25            Fish All-cause mortality            RR    None Female 15 - 19
## 26          Omega3       Breast cancer            RR    None Female 15 - 19
## 27            Fish          Depression            RR    None Female 15 - 19
## 28          Omega3      CHD2 mortality Relative Hill    None Female 15 - 19
## 29            Fish All-cause mortality            RR    None   Male 15 - 19
## 30          Omega3       Breast cancer            RR    None   Male 15 - 19
## 31            Fish          Depression            RR    None   Male 15 - 19
## 32          Omega3      CHD2 mortality Relative Hill    None   Male 15 - 19
## 33            Fish All-cause mortality            RR    None Female 20 - 24
## 34          Omega3       Breast cancer            RR    None Female 20 - 24
## 35            Fish          Depression            RR    None Female 20 - 24
## 36          Omega3      CHD2 mortality Relative Hill    None Female 20 - 24
## 37            Fish All-cause mortality            RR    None   Male 20 - 24
## 38          Omega3       Breast cancer            RR    None   Male 20 - 24
## 39            Fish          Depression            RR    None   Male 20 - 24
## 40          Omega3      CHD2 mortality Relative Hill    None   Male 20 - 24
## 41            Fish All-cause mortality            RR    None Female 25 - 29
## 42          Omega3       Breast cancer            RR    None Female 25 - 29
## 43            Fish          Depression            RR    None Female 25 - 29
## 44          Omega3      CHD2 mortality Relative Hill    None Female 25 - 29
## 45            Fish All-cause mortality            RR    None   Male 25 - 29
## 46          Omega3       Breast cancer            RR    None   Male 25 - 29
## 47            Fish          Depression            RR    None   Male 25 - 29
## 48          Omega3      CHD2 mortality Relative Hill    None   Male 25 - 29
## 49            Fish All-cause mortality            RR    None Female 30 - 34
## 50          Omega3       Breast cancer            RR    None Female 30 - 34
## 51            Fish          Depression            RR    None Female 30 - 34
## 52          Omega3      CHD2 mortality Relative Hill    None Female 30 - 34
## 53            Fish All-cause mortality            RR    None   Male 30 - 34
## 54          Omega3       Breast cancer            RR    None   Male 30 - 34
## 55            Fish          Depression            RR    None   Male 30 - 34
## 56          Omega3      CHD2 mortality Relative Hill    None   Male 30 - 34
## 57            Fish All-cause mortality            RR    None Female 35 - 39
## 58          Omega3       Breast cancer            RR    None Female 35 - 39
## 59            Fish          Depression            RR    None Female 35 - 39
## 60          Omega3      CHD2 mortality Relative Hill    None Female 35 - 39
## 61            Fish All-cause mortality            RR    None   Male 35 - 39
## 62          Omega3       Breast cancer            RR    None   Male 35 - 39
## 63            Fish          Depression            RR    None   Male 35 - 39
## 64          Omega3      CHD2 mortality Relative Hill    None   Male 35 - 39
## 65            Fish All-cause mortality            RR    None Female 40 - 44
## 66          Omega3       Breast cancer            RR    None Female 40 - 44
## 67            Fish          Depression            RR    None Female 40 - 44
## 68          Omega3      CHD2 mortality Relative Hill    None Female 40 - 44
## 69            Fish All-cause mortality            RR    None   Male 40 - 44
## 70          Omega3       Breast cancer            RR    None   Male 40 - 44
## 71            Fish          Depression            RR    None   Male 40 - 44
## 72          Omega3      CHD2 mortality Relative Hill    None   Male 40 - 44
## 73            Fish All-cause mortality            RR    None Female 45 - 49
## 74          Omega3       Breast cancer            RR    None Female 45 - 49
## 75            Fish          Depression            RR    None Female 45 - 49
## 76          Omega3      CHD2 mortality Relative Hill    None Female 45 - 49
## 77            Fish All-cause mortality            RR    None   Male 45 - 49
## 78          Omega3       Breast cancer            RR    None   Male 45 - 49
## 79            Fish          Depression            RR    None   Male 45 - 49
## 80          Omega3      CHD2 mortality Relative Hill    None   Male 45 - 49
## 81            Fish All-cause mortality            RR    None Female 50 - 54
## 82          Omega3       Breast cancer            RR    None Female 50 - 54
## 83            Fish          Depression            RR    None Female 50 - 54
## 84          Omega3      CHD2 mortality Relative Hill    None Female 50 - 54
## 85            Fish All-cause mortality            RR    None   Male 50 - 54
## 86          Omega3       Breast cancer            RR    None   Male 50 - 54
## 87            Fish          Depression            RR    None   Male 50 - 54
## 88          Omega3      CHD2 mortality Relative Hill    None   Male 50 - 54
## 89            Fish All-cause mortality            RR    None Female 55 - 59
## 90          Omega3       Breast cancer            RR    None Female 55 - 59
## 91            Fish          Depression            RR    None Female 55 - 59
## 92          Omega3      CHD2 mortality Relative Hill    None Female 55 - 59
## 93            Fish All-cause mortality            RR    None   Male 55 - 59
## 94          Omega3       Breast cancer            RR    None   Male 55 - 59
## 95            Fish          Depression            RR    None   Male 55 - 59
## 96          Omega3      CHD2 mortality Relative Hill    None   Male 55 - 59
## 97            Fish All-cause mortality            RR    None Female 60 - 64
## 98          Omega3       Breast cancer            RR    None Female 60 - 64
## 99            Fish          Depression            RR    None Female 60 - 64
## 100         Omega3      CHD2 mortality Relative Hill    None Female 60 - 64
## 101           Fish All-cause mortality            RR    None   Male 60 - 64
## 102         Omega3       Breast cancer            RR    None   Male 60 - 64
## 103           Fish          Depression            RR    None   Male 60 - 64
## 104         Omega3      CHD2 mortality Relative Hill    None   Male 60 - 64
## 105           Fish All-cause mortality            RR    None Female 65 - 69
## 106         Omega3       Breast cancer            RR    None Female 65 - 69
## 107           Fish          Depression            RR    None Female 65 - 69
## 108         Omega3      CHD2 mortality Relative Hill    None Female 65 - 69
## 109           Fish All-cause mortality            RR    None   Male 65 - 69
## 110         Omega3       Breast cancer            RR    None   Male 65 - 69
## 111           Fish          Depression            RR    None   Male 65 - 69
## 112         Omega3      CHD2 mortality Relative Hill    None   Male 65 - 69
## 113           Fish All-cause mortality            RR    None Female 70 - 74
## 114         Omega3       Breast cancer            RR    None Female 70 - 74
## 115           Fish          Depression            RR    None Female 70 - 74
## 116         Omega3      CHD2 mortality Relative Hill    None Female 70 - 74
## 117           Fish All-cause mortality            RR    None   Male 70 - 74
## 118         Omega3       Breast cancer            RR    None   Male 70 - 74
## 119           Fish          Depression            RR    None   Male 70 - 74
## 120         Omega3      CHD2 mortality Relative Hill    None   Male 70 - 74
## 121           Fish All-cause mortality            RR    None Female 75 - 79
## 122         Omega3       Breast cancer            RR    None Female 75 - 79
## 123           Fish          Depression            RR    None Female 75 - 79
## 124         Omega3      CHD2 mortality Relative Hill    None Female 75 - 79
## 125           Fish All-cause mortality            RR    None   Male 75 - 79
## 126         Omega3       Breast cancer            RR    None   Male 75 - 79
## 127           Fish          Depression            RR    None   Male 75 - 79
## 128         Omega3      CHD2 mortality Relative Hill    None   Male 75 - 79
## 129           Fish All-cause mortality            RR    None Female 80 - 84
## 130         Omega3       Breast cancer            RR    None Female 80 - 84
## 131           Fish          Depression            RR    None Female 80 - 84
## 132         Omega3      CHD2 mortality Relative Hill    None Female 80 - 84
## 133           Fish All-cause mortality            RR    None   Male 80 - 84
## 134         Omega3       Breast cancer            RR    None   Male 80 - 84
## 135           Fish          Depression            RR    None   Male 80 - 84
## 136         Omega3      CHD2 mortality Relative Hill    None   Male 80 - 84
## 137           Fish All-cause mortality            RR    None Female     85+
## 138         Omega3       Breast cancer            RR    None Female     85+
## 139           Fish          Depression            RR    None Female     85+
## 140         Omega3      CHD2 mortality Relative Hill    None Female     85+
## 141           Fish All-cause mortality            RR    None   Male     85+
## 142         Omega3       Breast cancer            RR    None   Male     85+
## 143           Fish          Depression            RR    None   Male     85+
## 144         Omega3      CHD2 mortality Relative Hill    None   Male     85+
## 145           Fish All-cause mortality            RR    None Female   0 - 4
## 146         Omega3       Breast cancer            RR    None Female   0 - 4
## 147           Fish          Depression            RR    None Female   0 - 4
## 148         Omega3      CHD2 mortality Relative Hill    None Female   0 - 4
## 149           Fish All-cause mortality            RR    None   Male   0 - 4
## 150         Omega3       Breast cancer            RR    None   Male   0 - 4
## 151           Fish          Depression            RR    None   Male   0 - 4
## 152         Omega3      CHD2 mortality Relative Hill    None   Male   0 - 4
## 153           Fish All-cause mortality            RR    None Female   5 - 9
## 154         Omega3       Breast cancer            RR    None Female   5 - 9
## 155           Fish          Depression            RR    None Female   5 - 9
## 156         Omega3      CHD2 mortality Relative Hill    None Female   5 - 9
## 157           Fish All-cause mortality            RR    None   Male   5 - 9
## 158         Omega3       Breast cancer            RR    None   Male   5 - 9
## 159           Fish          Depression            RR    None   Male   5 - 9
## 160         Omega3      CHD2 mortality Relative Hill    None   Male   5 - 9
## 161           Fish All-cause mortality            RR    None Female 10 - 14
## 162         Omega3       Breast cancer            RR    None Female 10 - 14
## 163           Fish          Depression            RR    None Female 10 - 14
## 164         Omega3      CHD2 mortality Relative Hill    None Female 10 - 14
## 165           Fish All-cause mortality            RR    None   Male 10 - 14
## 166         Omega3       Breast cancer            RR    None   Male 10 - 14
## 167           Fish          Depression            RR    None   Male 10 - 14
## 168         Omega3      CHD2 mortality Relative Hill    None   Male 10 - 14
## 169           Fish All-cause mortality            RR    None Female 15 - 19
## 170         Omega3       Breast cancer            RR    None Female 15 - 19
## 171           Fish          Depression            RR    None Female 15 - 19
## 172         Omega3      CHD2 mortality Relative Hill    None Female 15 - 19
## 173           Fish All-cause mortality            RR    None   Male 15 - 19
## 174         Omega3       Breast cancer            RR    None   Male 15 - 19
## 175           Fish          Depression            RR    None   Male 15 - 19
## 176         Omega3      CHD2 mortality Relative Hill    None   Male 15 - 19
## 177           Fish All-cause mortality            RR    None Female 20 - 24
## 178         Omega3       Breast cancer            RR    None Female 20 - 24
## 179           Fish          Depression            RR    None Female 20 - 24
## 180         Omega3      CHD2 mortality Relative Hill    None Female 20 - 24
## 181           Fish All-cause mortality            RR    None   Male 20 - 24
## 182         Omega3       Breast cancer            RR    None   Male 20 - 24
## 183           Fish          Depression            RR    None   Male 20 - 24
## 184         Omega3      CHD2 mortality Relative Hill    None   Male 20 - 24
## 185           Fish All-cause mortality            RR    None Female 25 - 29
## 186         Omega3       Breast cancer            RR    None Female 25 - 29
## 187           Fish          Depression            RR    None Female 25 - 29
## 188         Omega3      CHD2 mortality Relative Hill    None Female 25 - 29
## 189           Fish All-cause mortality            RR    None   Male 25 - 29
## 190         Omega3       Breast cancer            RR    None   Male 25 - 29
## 191           Fish          Depression            RR    None   Male 25 - 29
## 192         Omega3      CHD2 mortality Relative Hill    None   Male 25 - 29
## 193           Fish All-cause mortality            RR    None Female 30 - 34
## 194         Omega3       Breast cancer            RR    None Female 30 - 34
## 195           Fish          Depression            RR    None Female 30 - 34
## 196         Omega3      CHD2 mortality Relative Hill    None Female 30 - 34
## 197           Fish All-cause mortality            RR    None   Male 30 - 34
## 198         Omega3       Breast cancer            RR    None   Male 30 - 34
## 199           Fish          Depression            RR    None   Male 30 - 34
## 200         Omega3      CHD2 mortality Relative Hill    None   Male 30 - 34
## 201           Fish All-cause mortality            RR    None Female 35 - 39
## 202         Omega3       Breast cancer            RR    None Female 35 - 39
## 203           Fish          Depression            RR    None Female 35 - 39
## 204         Omega3      CHD2 mortality Relative Hill    None Female 35 - 39
## 205           Fish All-cause mortality            RR    None   Male 35 - 39
## 206         Omega3       Breast cancer            RR    None   Male 35 - 39
## 207           Fish          Depression            RR    None   Male 35 - 39
## 208         Omega3      CHD2 mortality Relative Hill    None   Male 35 - 39
## 209           Fish All-cause mortality            RR    None Female 40 - 44
## 210         Omega3       Breast cancer            RR    None Female 40 - 44
## 211           Fish          Depression            RR    None Female 40 - 44
## 212         Omega3      CHD2 mortality Relative Hill    None Female 40 - 44
## 213           Fish All-cause mortality            RR    None   Male 40 - 44
## 214         Omega3       Breast cancer            RR    None   Male 40 - 44
## 215           Fish          Depression            RR    None   Male 40 - 44
## 216         Omega3      CHD2 mortality Relative Hill    None   Male 40 - 44
## 217           Fish All-cause mortality            RR    None Female 45 - 49
## 218         Omega3       Breast cancer            RR    None Female 45 - 49
## 219           Fish          Depression            RR    None Female 45 - 49
## 220         Omega3      CHD2 mortality Relative Hill    None Female 45 - 49
## 221           Fish All-cause mortality            RR    None   Male 45 - 49
## 222         Omega3       Breast cancer            RR    None   Male 45 - 49
## 223           Fish          Depression            RR    None   Male 45 - 49
## 224         Omega3      CHD2 mortality Relative Hill    None   Male 45 - 49
## 225           Fish All-cause mortality            RR    None Female 50 - 54
## 226         Omega3       Breast cancer            RR    None Female 50 - 54
## 227           Fish          Depression            RR    None Female 50 - 54
## 228         Omega3      CHD2 mortality Relative Hill    None Female 50 - 54
## 229           Fish All-cause mortality            RR    None   Male 50 - 54
## 230         Omega3       Breast cancer            RR    None   Male 50 - 54
## 231           Fish          Depression            RR    None   Male 50 - 54
## 232         Omega3      CHD2 mortality Relative Hill    None   Male 50 - 54
## 233           Fish All-cause mortality            RR    None Female 55 - 59
## 234         Omega3       Breast cancer            RR    None Female 55 - 59
## 235           Fish          Depression            RR    None Female 55 - 59
## 236         Omega3      CHD2 mortality Relative Hill    None Female 55 - 59
## 237           Fish All-cause mortality            RR    None   Male 55 - 59
## 238         Omega3       Breast cancer            RR    None   Male 55 - 59
## 239           Fish          Depression            RR    None   Male 55 - 59
## 240         Omega3      CHD2 mortality Relative Hill    None   Male 55 - 59
## 241           Fish All-cause mortality            RR    None Female 60 - 64
## 242         Omega3       Breast cancer            RR    None Female 60 - 64
## 243           Fish          Depression            RR    None Female 60 - 64
## 244         Omega3      CHD2 mortality Relative Hill    None Female 60 - 64
## 245           Fish All-cause mortality            RR    None   Male 60 - 64
## 246         Omega3       Breast cancer            RR    None   Male 60 - 64
## 247           Fish          Depression            RR    None   Male 60 - 64
## 248         Omega3      CHD2 mortality Relative Hill    None   Male 60 - 64
## 249           Fish All-cause mortality            RR    None Female 65 - 69
## 250         Omega3       Breast cancer            RR    None Female 65 - 69
## 251           Fish          Depression            RR    None Female 65 - 69
## 252         Omega3      CHD2 mortality Relative Hill    None Female 65 - 69
## 253           Fish All-cause mortality            RR    None   Male 65 - 69
## 254         Omega3       Breast cancer            RR    None   Male 65 - 69
## 255           Fish          Depression            RR    None   Male 65 - 69
## 256         Omega3      CHD2 mortality Relative Hill    None   Male 65 - 69
## 257           Fish All-cause mortality            RR    None Female 70 - 74
## 258         Omega3       Breast cancer            RR    None Female 70 - 74
## 259           Fish          Depression            RR    None Female 70 - 74
## 260         Omega3      CHD2 mortality Relative Hill    None Female 70 - 74
## 261           Fish All-cause mortality            RR    None   Male 70 - 74
## 262         Omega3       Breast cancer            RR    None   Male 70 - 74
## 263           Fish          Depression            RR    None   Male 70 - 74
## 264         Omega3      CHD2 mortality Relative Hill    None   Male 70 - 74
## 265           Fish All-cause mortality            RR    None Female 75 - 79
## 266         Omega3       Breast cancer            RR    None Female 75 - 79
## 267           Fish          Depression            RR    None Female 75 - 79
## 268         Omega3      CHD2 mortality Relative Hill    None Female 75 - 79
## 269           Fish All-cause mortality            RR    None   Male 75 - 79
## 270         Omega3       Breast cancer            RR    None   Male 75 - 79
## 271           Fish          Depression            RR    None   Male 75 - 79
## 272         Omega3      CHD2 mortality Relative Hill    None   Male 75 - 79
## 273           Fish All-cause mortality            RR    None Female 80 - 84
## 274         Omega3       Breast cancer            RR    None Female 80 - 84
## 275           Fish          Depression            RR    None Female 80 - 84
## 276         Omega3      CHD2 mortality Relative Hill    None Female 80 - 84
## 277           Fish All-cause mortality            RR    None   Male 80 - 84
## 278         Omega3       Breast cancer            RR    None   Male 80 - 84
## 279           Fish          Depression            RR    None   Male 80 - 84
## 280         Omega3      CHD2 mortality Relative Hill    None   Male 80 - 84
## 281           Fish All-cause mortality            RR    None Female     85+
## 282         Omega3       Breast cancer            RR    None Female     85+
## 283           Fish          Depression            RR    None Female     85+
## 284         Omega3      CHD2 mortality Relative Hill    None Female     85+
## 285           Fish All-cause mortality            RR    None   Male     85+
## 286         Omega3       Breast cancer            RR    None   Male     85+
## 287           Fish          Depression            RR    None   Male     85+
## 288         Omega3      CHD2 mortality Relative Hill    None   Male     85+
##        Exposcen Exposure      mean
## 1           BAU   Direct 0.9884197
## 2           BAU   Direct 0.9396308
## 3           BAU   Direct 0.9717388
## 4           BAU   Direct 0.8949972
## 5           BAU   Direct 0.9844592
## 6           BAU   Direct 0.9160145
## 7           BAU   Direct 0.9625630
## 8           BAU   Direct 0.8819920
## 9           BAU   Direct 0.9648565
## 10          BAU   Direct 0.8942174
## 11          BAU   Direct 0.9219455
## 12          BAU   Direct 0.8826794
## 13          BAU   Direct 0.9534173
## 14          BAU   Direct 0.8598290
## 15          BAU   Direct 0.8990251
## 16          BAU   Direct 0.8719900
## 17          BAU   Direct 0.9667372
## 18          BAU   Direct 0.8791848
## 19          BAU   Direct 0.9220695
## 20          BAU   Direct 0.8776270
## 21          BAU   Direct 0.9556247
## 22          BAU   Direct 0.8426279
## 23          BAU   Direct 0.8982970
## 24          BAU   Direct 0.8674878
## 25          BAU   Direct 0.9667372
## 26          BAU   Direct 0.8791848
## 27          BAU   Direct 0.9220695
## 28          BAU   Direct 0.8776270
## 29          BAU   Direct 0.9556247
## 30          BAU   Direct 0.8426279
## 31          BAU   Direct 0.8982970
## 32          BAU   Direct 0.8674878
## 33          BAU   Direct 0.9424260
## 34          BAU   Direct 0.8349022
## 35          BAU   Direct 0.8739351
## 36          BAU   Direct 0.8804922
## 37          BAU   Direct 0.9246391
## 38          BAU   Direct 0.7928452
## 39          BAU   Direct 0.8420908
## 40          BAU   Direct 0.8702765
## 41          BAU   Direct 0.9424260
## 42          BAU   Direct 0.8349022
## 43          BAU   Direct 0.8739351
## 44          BAU   Direct 0.8804922
## 45          BAU   Direct 0.9246391
## 46          BAU   Direct 0.7928452
## 47          BAU   Direct 0.8420908
## 48          BAU   Direct 0.8702765
## 49          BAU   Direct 0.9424260
## 50          BAU   Direct 0.8349022
## 51          BAU   Direct 0.8739351
## 52          BAU   Direct 0.8804922
## 53          BAU   Direct 0.9246391
## 54          BAU   Direct 0.7928452
## 55          BAU   Direct 0.8420908
## 56          BAU   Direct 0.8702765
## 57          BAU   Direct 0.9424260
## 58          BAU   Direct 0.8349022
## 59          BAU   Direct 0.8739351
## 60          BAU   Direct 0.8804922
## 61          BAU   Direct 0.9246391
## 62          BAU   Direct 0.7928452
## 63          BAU   Direct 0.8420908
## 64          BAU   Direct 0.8702765
## 65          BAU   Direct 0.9424260
## 66          BAU   Direct 0.8349022
## 67          BAU   Direct 0.8739351
## 68          BAU   Direct 0.8804922
## 69          BAU   Direct 0.9246391
## 70          BAU   Direct 0.7928452
## 71          BAU   Direct 0.8420908
## 72          BAU   Direct 0.8702765
## 73          BAU   Direct 0.9424260
## 74          BAU   Direct 0.8349022
## 75          BAU   Direct 0.8739351
## 76          BAU   Direct 0.8804922
## 77          BAU   Direct 0.9246391
## 78          BAU   Direct 0.7928452
## 79          BAU   Direct 0.8420908
## 80          BAU   Direct 0.8702765
## 81          BAU   Direct 0.9424260
## 82          BAU   Direct 0.8349022
## 83          BAU   Direct 0.8739351
## 84          BAU   Direct 0.8804922
## 85          BAU   Direct 0.9246391
## 86          BAU   Direct 0.7928452
## 87          BAU   Direct 0.8420908
## 88          BAU   Direct 0.8702765
## 89          BAU   Direct 0.9424260
## 90          BAU   Direct 0.8349022
## 91          BAU   Direct 0.8739351
## 92          BAU   Direct 0.8804922
## 93          BAU   Direct 0.9246391
## 94          BAU   Direct 0.7928452
## 95          BAU   Direct 0.8420908
## 96          BAU   Direct 0.8702765
## 97          BAU   Direct 0.9424260
## 98          BAU   Direct 0.8349022
## 99          BAU   Direct 0.8739351
## 100         BAU   Direct 0.8804922
## 101         BAU   Direct 0.9246391
## 102         BAU   Direct 0.7928452
## 103         BAU   Direct 0.8420908
## 104         BAU   Direct 0.8702765
## 105         BAU   Direct 0.9253857
## 106         BAU   Direct 0.7888788
## 107         BAU   Direct 0.8471962
## 108         BAU   Direct 0.8768121
## 109         BAU   Direct 0.9035755
## 110         BAU   Direct 0.7434518
## 111         BAU   Direct 0.8120470
## 112         BAU   Direct 0.8696365
## 113         BAU   Direct 0.9253857
## 114         BAU   Direct 0.7888788
## 115         BAU   Direct 0.8471962
## 116         BAU   Direct 0.8768121
## 117         BAU   Direct 0.9035755
## 118         BAU   Direct 0.7434518
## 119         BAU   Direct 0.8120470
## 120         BAU   Direct 0.8696365
## 121         BAU   Direct 0.9253857
## 122         BAU   Direct 0.7888788
## 123         BAU   Direct 0.8471962
## 124         BAU   Direct 0.8768121
## 125         BAU   Direct 0.9035755
## 126         BAU   Direct 0.7434518
## 127         BAU   Direct 0.8120470
## 128         BAU   Direct 0.8696365
## 129         BAU   Direct 0.9253857
## 130         BAU   Direct 0.7888788
## 131         BAU   Direct 0.8471962
## 132         BAU   Direct 0.8768121
## 133         BAU   Direct 0.9035755
## 134         BAU   Direct 0.7434518
## 135         BAU   Direct 0.8120470
## 136         BAU   Direct 0.8696365
## 137         BAU   Direct 0.9253857
## 138         BAU   Direct 0.7888788
## 139         BAU   Direct 0.8471962
## 140         BAU   Direct 0.8768121
## 141         BAU   Direct 0.9035755
## 142         BAU   Direct 0.7434518
## 143         BAU   Direct 0.8120470
## 144         BAU   Direct 0.8696365
## 145 No exposure   Direct 1.0000000
## 146 No exposure   Direct 0.9698676
## 147 No exposure   Direct 1.0000000
## 148 No exposure   Direct 0.9141845
## 149 No exposure   Direct 1.0000000
## 150 No exposure   Direct 0.9554250
## 151 No exposure   Direct 1.0000000
## 152 No exposure   Direct 0.9005650
## 153 No exposure   Direct 1.0000000
## 154 No exposure   Direct 0.9698676
## 155 No exposure   Direct 1.0000000
## 156 No exposure   Direct 0.9141845
## 157 No exposure   Direct 1.0000000
## 158 No exposure   Direct 0.9554250
## 159 No exposure   Direct 1.0000000
## 160 No exposure   Direct 0.9005650
## 161 No exposure   Direct 1.0000000
## 162 No exposure   Direct 0.9698676
## 163 No exposure   Direct 1.0000000
## 164 No exposure   Direct 0.9141845
## 165 No exposure   Direct 1.0000000
## 166 No exposure   Direct 0.9554250
## 167 No exposure   Direct 1.0000000
## 168 No exposure   Direct 0.9005650
## 169 No exposure   Direct 1.0000000
## 170 No exposure   Direct 0.9698676
## 171 No exposure   Direct 1.0000000
## 172 No exposure   Direct 0.9141845
## 173 No exposure   Direct 1.0000000
## 174 No exposure   Direct 0.9554250
## 175 No exposure   Direct 1.0000000
## 176 No exposure   Direct 0.9005650
## 177 No exposure   Direct 1.0000000
## 178 No exposure   Direct 0.9698676
## 179 No exposure   Direct 1.0000000
## 180 No exposure   Direct 0.9141845
## 181 No exposure   Direct 1.0000000
## 182 No exposure   Direct 0.9554250
## 183 No exposure   Direct 1.0000000
## 184 No exposure   Direct 0.9005650
## 185 No exposure   Direct 1.0000000
## 186 No exposure   Direct 0.9698676
## 187 No exposure   Direct 1.0000000
## 188 No exposure   Direct 0.9141845
## 189 No exposure   Direct 1.0000000
## 190 No exposure   Direct 0.9554250
## 191 No exposure   Direct 1.0000000
## 192 No exposure   Direct 0.9005650
## 193 No exposure   Direct 1.0000000
## 194 No exposure   Direct 0.9698676
## 195 No exposure   Direct 1.0000000
## 196 No exposure   Direct 0.9141845
## 197 No exposure   Direct 1.0000000
## 198 No exposure   Direct 0.9554250
## 199 No exposure   Direct 1.0000000
## 200 No exposure   Direct 0.9005650
## 201 No exposure   Direct 1.0000000
## 202 No exposure   Direct 0.9698676
## 203 No exposure   Direct 1.0000000
## 204 No exposure   Direct 0.9141845
## 205 No exposure   Direct 1.0000000
## 206 No exposure   Direct 0.9554250
## 207 No exposure   Direct 1.0000000
## 208 No exposure   Direct 0.9005650
## 209 No exposure   Direct 1.0000000
## 210 No exposure   Direct 0.9698676
## 211 No exposure   Direct 1.0000000
## 212 No exposure   Direct 0.9141845
## 213 No exposure   Direct 1.0000000
## 214 No exposure   Direct 0.9554250
## 215 No exposure   Direct 1.0000000
## 216 No exposure   Direct 0.9005650
## 217 No exposure   Direct 1.0000000
## 218 No exposure   Direct 0.9698676
## 219 No exposure   Direct 1.0000000
## 220 No exposure   Direct 0.9141845
## 221 No exposure   Direct 1.0000000
## 222 No exposure   Direct 0.9554250
## 223 No exposure   Direct 1.0000000
## 224 No exposure   Direct 0.9005650
## 225 No exposure   Direct 1.0000000
## 226 No exposure   Direct 0.9698676
## 227 No exposure   Direct 1.0000000
## 228 No exposure   Direct 0.9141845
## 229 No exposure   Direct 1.0000000
## 230 No exposure   Direct 0.9554250
## 231 No exposure   Direct 1.0000000
## 232 No exposure   Direct 0.9005650
## 233 No exposure   Direct 1.0000000
## 234 No exposure   Direct 0.9698676
## 235 No exposure   Direct 1.0000000
## 236 No exposure   Direct 0.9141845
## 237 No exposure   Direct 1.0000000
## 238 No exposure   Direct 0.9554250
## 239 No exposure   Direct 1.0000000
## 240 No exposure   Direct 0.9005650
## 241 No exposure   Direct 1.0000000
## 242 No exposure   Direct 0.9698676
## 243 No exposure   Direct 1.0000000
## 244 No exposure   Direct 0.9141845
## 245 No exposure   Direct 1.0000000
## 246 No exposure   Direct 0.9554250
## 247 No exposure   Direct 1.0000000
## 248 No exposure   Direct 0.9005650
## 249 No exposure   Direct 1.0000000
## 250 No exposure   Direct 0.9698676
## 251 No exposure   Direct 1.0000000
## 252 No exposure   Direct 0.9141845
## 253 No exposure   Direct 1.0000000
## 254 No exposure   Direct 0.9554250
## 255 No exposure   Direct 1.0000000
## 256 No exposure   Direct 0.9005650
## 257 No exposure   Direct 1.0000000
## 258 No exposure   Direct 0.9698676
## 259 No exposure   Direct 1.0000000
## 260 No exposure   Direct 0.9141845
## 261 No exposure   Direct 1.0000000
## 262 No exposure   Direct 0.9554250
## 263 No exposure   Direct 1.0000000
## 264 No exposure   Direct 0.9005650
## 265 No exposure   Direct 1.0000000
## 266 No exposure   Direct 0.9698676
## 267 No exposure   Direct 1.0000000
## 268 No exposure   Direct 0.9141845
## 269 No exposure   Direct 1.0000000
## 270 No exposure   Direct 0.9554250
## 271 No exposure   Direct 1.0000000
## 272 No exposure   Direct 0.9005650
## 273 No exposure   Direct 1.0000000
## 274 No exposure   Direct 0.9698676
## 275 No exposure   Direct 1.0000000
## 276 No exposure   Direct 0.9141845
## 277 No exposure   Direct 1.0000000
## 278 No exposure   Direct 0.9554250
## 279 No exposure   Direct 1.0000000
## 280 No exposure   Direct 0.9005650
## 281 No exposure   Direct 1.0000000
## 282 No exposure   Direct 0.9698676
## 283 No exposure   Direct 1.0000000
## 284 No exposure   Direct 0.9141845
## 285 No exposure   Direct 1.0000000
## 286 No exposure   Direct 0.9554250
## 287 No exposure   Direct 1.0000000
## 288 No exposure   Direct 0.9005650
###################
# Graphs
ggplot(trim(amount), aes(x=Group, weight=amountResult, fill=Fish))+geom_bar()+
  facet_wrap(~Gender)+
  labs(
    title="Kalansyönti Suomessa ikäryhmittäin",
    y="Syönti (g/d)"
  )

ggsave("Kalansyönti Suomessa ikäryhmittäin.svg")
## Saving 7 x 5 in image
plot_ly(trim(EvalOutput(total_amount)), x=~Kala, y=~total_amountResult, color=~Kala, type="bar") %>%
  layout(yaxis=list(title="Kalan kokonaiskulutus Suomessa (milj kg /a)"), barmode="stack")
## Warning: `arrange_()` is deprecated as of dplyr 0.7.0.
## Please use `arrange()` instead.
## See vignette('programming') for more help
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.
plot_ly(trim(conc_vit), x=~Nutrient, y=~conc_vitResult, color=~Kala, type="scatter", mode="markers") %>%
  layout(yaxis=list(title="Concentrations of nutrients (mg or ug /g)"))
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
ggplot(conc_mehg@output, aes(x=conc_mehgResult, colour=Area))+stat_ecdf()+
  scale_x_log10()+facet_wrap(~Fish, scales="free_x")

ggplot(trim(conc_pfas), aes(x=Fish, y=conc_pfasResult))+geom_point()+ # Inputed data for missing species.
  coord_flip()

ggplot(conc_pfas@output, aes(x=conc_pfasResult, color=Compound, linetype=Area))+stat_ecdf()+
  scale_x_log10()+
  stat_ecdf(data=conc_eukalat@output, aes(x=conc_eukalatResult))+
  scale_linetype_manual(values=c("dotted","solid","twodash"))+
  labs(
    title="PFAS concentration in fishes in Finland",
    x="PFAS concentration (ng/g fresh weight)",
    y="Cumulative probability"
  )
## Warning in self$trans$transform(x): NaNs produced
## Warning: Transformation introduced infinite values in continuous x-axis
## Warning: Removed 21 rows containing non-finite values (stat_ecdf).

# The code may produce some negative values, which are removed from the graph
ggsave("PFAS-pitoisuus kalassa Suomessa.svg")
## Saving 7 x 5 in image
## Warning in self$trans$transform(x): NaNs produced
## Warning: Transformation introduced infinite values in continuous x-axis
## Warning: Removed 21 rows containing non-finite values (stat_ecdf).
ggplot(conc@output, aes(x=concResult, colour=Fish))+stat_ecdf()+
  facet_wrap(~Compound, scales="free_x")

#ggplot(oapply(expo_dir, cols=c("Iter"),FUN=mean)@output,
#       aes(x=Gender, weight=expo_dirResult,fill=Fish))+geom_bar()+
#  facet_wrap(~Compound, scales="free_y")+
#  labs(title="Eri yhdisteiden saanti kalasta")
#ggsave("Yhdisteiden saanti kalasta Suomessa.svg")

plot_ly(trim(oapply(exposure,NULL,mean,"Gender")), x=~Age, y=~exposureResult, color=~Exposure_agent, text=~Exposure_agent, type="bar") %>%
  layout(yaxis=list(title="Exposure to nutrients (g or ug /d)"))
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
ggplot(trim(oapply(exposure,NULL,mean,"Gender")), aes(x=Age, weight=exposureResult))+geom_bar()+
  facet_wrap(~Exposure_agent, scales="free_y")+
  labs(
    title="Exposure to compounds",
    y="(omega: mg/d; vit D: ug/d, PFAS: ng/d)"
  )

cat("Kalaperäisiä tautitaakkoja Suomessa\n")
## Kalaperäisiä tautitaakkoja Suomessa
if(openv$N>1) {
  tmp <- summary(oapply(BoDattr,NULL,sum,c("Age","Gender","Response")))
  tmp <- data.frame(
    Altiste = tmp$Exposure_agent,
#    Vaikutus = tmp$Response,
    Keskiarvo = as.character(signif(tmp$mean,2)),
    "95 luottamusväli" = paste0(signif(tmp$Q0.025,2)," - ", signif(tmp$Q0.975,2)),
    Keskihajonta = signif(tmp$sd,2)
  )#[rev(match(lev, tmp$Exposure_agent)),]

  oprint(tmp)
  
  tmp <- summary(oapply(BoDattr,NULL,sum,c("Age","Gender","Exposure_agent")))
  tmp <- data.frame(
    Terveysvaikutus = tmp$Response,
    Keskiarvo = signif(tmp$mean,2),
    "95 luottamusväli" = paste0(signif(tmp$Q0.025,2)," - ", signif(tmp$Q0.975,2)),
    Keskihajonta = signif(tmp$sd,2)
  )
  oprint(tmp)
}
##     Altiste Keskiarvo X95.luottamusväli Keskihajonta
## 1       DHA      -190         -1300 - 0          340
## 2      Fish    -63000    -240000 - -6.9        71000
## 3      MeHg      4700       -26 - 29000         8600
## 4    Omega3    -15000     -48000 - -1.6        14000
## 5      PFAS        10            0 - 55           15
## 6       TEQ      3600      0.52 - 17000         4700
## 7 Vitamin D     -2300        -16000 - 0         4600
##              Terveysvaikutus Keskiarvo X95.luottamusväli Keskihajonta
## 1        All-cause mortality    -57000       -220000 - 0        67000
## 2              Breast cancer     -3800        -13000 - 0         4000
## 3    Cancer morbidity yearly      2900      0.26 - 16000         4400
## 4             CHD2 mortality    -11000     -37000 - -1.6        11000
## 5                 Depression     -6300   -22000 - -0.018         6300
## 6          Immunosuppression        10            0 - 55           15
## 7  Loss in child's IQ points      4500       -47 - 28000         8400
## 8        Sperm concentration       370       -8.8 - 2200          940
## 9   Vitamin D recommendation     -2300        -16000 - 0         4600
## 10   Yes or no dental defect       350          0 - 2400          760
ggplot(trim(BoDattr), aes(x=Exposure_agent, weight=BoDattrResult, fill=Response))+geom_bar()

ggplot(trim(BoDattr), aes(x=Response, weight=BoDattrResult, fill=Exposure_agent))+geom_bar()

ggplot(trim(BoDattr), aes(x=Age, weight=BoDattrResult, fill=Response))+geom_bar(position="stack")+
  scale_x_discrete(breaks = levels(ages)[seq(1,length(ages),3)])

ggplot(trim(BoDattr2), aes(x=Age, weight=BoDattr2Result, fill=Response))+geom_bar(position="stack")+
  scale_x_discrete(breaks = levels(ages)[seq(1,length(ages),3)])

ggplot(trim(BoDattr), aes(x=Age, weight=BoDattrResult, fill=Response))+geom_bar(position="stack")+
  scale_x_discrete(breaks = levels(ages)[seq(1,length(ages),3)])+
  coord_cartesian(ylim=c(-2000,2000))

plot_ly(trim(BoDattr), x=~Age, y=~BoDattrResult, color=~Response, text=~paste(Age, Exposure_agent, sep=": "), type="bar") %>%
  layout(yaxis=list(title="Disease burden (DALY /a); CHD2=coronary heart disease"), barmode="stack")
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
plot_ly(trim(BoDattr), x=~Exposure_agent, y=~BoDattrResult, color=~Response, text=~paste(Age, Exposure_agent, sep=": "), type="bar") %>%
  layout(yaxis=list(title="Disease burden (DALY /a); CHD2=coronary heart disease"), barmode="stack")
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
################ Insight network
#gr <- scrape(type="assessment")
#objects.latest("Op_en3861", "makeGraph") # [[Insight network]]
#gr <- makeGraph(gr)
#export_graph(gr, "ruori.svg")
#render_graph(gr) # Does not work: Error in generate_dot(graph) : object 'attribute' not found
##################### Diagnostics
objects.latest("Op_en6007", code_name="diagnostics")
## Loading objects:
##   showind
##   binoptest
##   showLoctable
##   ovashapetest
showLoctable()
showind()
## Hg is not an ovariable.
## subgrouping is not an ovariable.
## mc2d is not an ovariable.
## sumExposcen is not an ovariable.
## mc2d is not an ovariable.
## mc2dparam is not an ovariable.
## TEFversion is not an ovariable.
# Run all above